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'%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2248554057%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['生物工程', '试剂', '微生物研究', '制药企业', '生物企业'], 'title': '微生物检测产品经理（制药或食品行业方向）', 'jobId': '48554057', 'salary': '15-20k·20薪', 'dq': '广州-黄埔区', 'jobKind': '2', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37', 'refreshTime': '20230421083050', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1948554057.shtml', 'advViewFlag': False, 'requireEduLevel': '硕士', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '陈女士', 'recruiterTitle': '', 'chatted': False, 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg', 'recruiterId': '0f80a6460fa3a5f3c33c5fd0dac95307', 'imId': '767685575712890413dd84912f51618a', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"48554057\",\"recruiterName\":\"陈女士\",\"jobKind\":\"2\",\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"imId\":\"767685575712890413dd84912f51618a\",\"imUserType\":\"2\"}', 'comp': {'compScale': '100-499人', 'compIndustry': '制药', 'compStage': '融资未公开', 'compLogo': '5bfe8edd74719d35745a548603a.png', 'compId': 7932064, 'compName': '广东环凯微生物科技有限公司', 'link': 'https://www.liepin.com/company/7932064/'}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245263747%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['供应链产品', '电商产品', '平台产品', '批发/零售', '团队管理', '产品设计', '产品优化', '用户研究'], 'title': '产品经理', 'jobId': '45263747', 'salary': '20-30k', 'dq': '广州', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38', 'refreshTime': '20230421093115', 'topJob': False, 'link': 'https://www.liepin.com/a/45263747.shtml', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterName': '蔡先生', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '5f8fa3a78dbe6273dcf85e2608u.png', 'recruiterId': '8fc7562cc0d10f9479c452c56622eaa4', 'imId': '3a5b505a337c783db090656a5246961f', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"45263747\",\"recruiterName\":\"蔡先生\",\"jobKind\":\"1\",\"userId\":\"8fc7562cc0d10f9479c452c56622eaa4\",\"recruiterPhoto\":\"5f8fa3a78dbe6273dcf85e2608u.png\",\"imId\":\"3a5b505a337c783db090656a5246961f\",\"imUserType\":\"2\"}', 'comp': {'compScale': '100-499人', 'compIndustry': 'IT服务', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某广州IT服务公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2243309883%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': [], 'title': 'Product Manager', 'jobId': '43309883', 'salary': '30-40k·13薪', 'dq': '广州-天河区', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39', 'refreshTime': '20230208175714', 'topJob': False, 'link': 'https://www.liepin.com/a/43309883.shtml', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterName': '陆女士', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '62fe2d4a95ee1c041432be7a05u.jpg', 'recruiterId': '7829c0aa95f568cada116b3e040ec67e', 'imId': '50fe96bee43de82980764db4dc5d059d', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"43309883\",\"recruiterName\":\"陆女士\",\"jobKind\":\"1\",\"userId\":\"7829c0aa95f568cada116b3e040ec67e\",\"recruiterPhoto\":\"62fe2d4a95ee1c041432be7a05u.jpg\",\"imId\":\"50fe96bee43de82980764db4dc5d059d\",\"imUserType\":\"2\"}', 'comp': {'compScale': '5000-10000人', 'compIndustry': '食品/饮料/酒水', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某广州大型食品/饮料/酒水公司', 'link': ''}}], 'compList': []}, 'pagination': {'currentPage': 0, 'totalPage': 10, 'pageSize': 40, 'totalCounts': 806, 'hasNext': False}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}}}\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f20b41d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "be21d898",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57816811\",\"recruiterName\":\"杜先生\",\"job...</td>\n",
       "      <td>[供应链产品, 数据分析]</td>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>57816811</td>\n",
       "      <td>5-7k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230420143604</td>\n",
       "      <td>...</td>\n",
       "      <td>c8d145acb0a3162c59941f318d428c38</td>\n",
       "      <td>5fdfb4259befbf07160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>6260c4f2d16c9b55d258a16501u.png</td>\n",
       "      <td>9730786.0</td>\n",
       "      <td>京邦集团</td>\n",
       "      <td>https://www.liepin.com/company/9730786/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"58002363\",\"recruiterName\":\"刘女士\",\"job...</td>\n",
       "      <td>[产品开发, 产品规划, 产品运营]</td>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>58002363</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230421104505</td>\n",
       "      <td>...</td>\n",
       "      <td>e478580dede58f33b410edb79f6d12d0</td>\n",
       "      <td>561ff6e28a2e9cb4aa6795a3148228ff</td>\n",
       "      <td>2</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>62946d5979452e421251b7f707u.png</td>\n",
       "      <td>9720899.0</td>\n",
       "      <td>广州愚记贸易有限公司</td>\n",
       "      <td>https://www.liepin.com/company/9720899/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57140163\",\"recruiterName\":\"简先生\",\"job...</td>\n",
       "      <td>[云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]</td>\n",
       "      <td>产品经理（光伏智慧运维）</td>\n",
       "      <td>57140163</td>\n",
       "      <td>20-25k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230414101314</td>\n",
       "      <td>...</td>\n",
       "      <td>5d06cc8392806c6f2a078796e1b49e8f</td>\n",
       "      <td>a4eec1a320f628e2dc2616a5acb8537e</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>电力/热力/燃气/水务</td>\n",
       "      <td>6340de1e5f464d5d08fe1c8708u.png</td>\n",
       "      <td>13307101.0</td>\n",
       "      <td>汇耀品尚能源科技(广州)有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13307101/</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"50965433\",\"recruiterName\":\"吴女士\",\"job...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>50965433</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230421104249</td>\n",
       "      <td>...</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"55703639\",\"recruiterName\":\"侯先生\",\"job...</td>\n",
       "      <td>[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...</td>\n",
       "      <td>自动驾驶产品经理（PM）</td>\n",
       "      <td>55703639</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230228112317</td>\n",
       "      <td>...</td>\n",
       "      <td>7da08eb2dc102f58400ecda04a611db0</td>\n",
       "      <td>e2b135092ee70a2ae950a599d250d4ad</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"55703543\",\"recruiterName\":\"侯先生\",\"job...</td>\n",
       "      <td>[平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...</td>\n",
       "      <td>自动驾驶工具产品经理（PM）</td>\n",
       "      <td>55703543</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230228112317</td>\n",
       "      <td>...</td>\n",
       "      <td>7da08eb2dc102f58400ecda04a611db0</td>\n",
       "      <td>e2b135092ee70a2ae950a599d250d4ad</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"44053277\",\"recruiterName\":\"谌女士\",\"job...</td>\n",
       "      <td>[商业产品, 策略产品, 定价/竞价产品, 制造业, 家电行业, 房地产行业, 产品规划, ...</td>\n",
       "      <td>产品经理/Product Manager</td>\n",
       "      <td>44053277</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230420094539</td>\n",
       "      <td>...</td>\n",
       "      <td>1ddf52f28236620a73d520f2e8bd293b</td>\n",
       "      <td>d874c5f87567784901ab80e4a8b96567</td>\n",
       "      <td>2</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型机械/设备公司</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57679297\",\"recruiterName\":\"樊女士\",\"job...</td>\n",
       "      <td>[数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>57679297</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>...</td>\n",
       "      <td>74207202b9a1882cbe061eb681f898fc</td>\n",
       "      <td>c161b9ea744ffb27d0e00b26797bdaff</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13315477.0</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"56689685\",\"recruiterName\":\"翁女士\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Product Sales Manager MR 产品销售经理 广州</td>\n",
       "      <td>56689685</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230303234707</td>\n",
       "      <td>...</td>\n",
       "      <td>f08748e81b3b0757d734fc6b171fa589</td>\n",
       "      <td>8595d9ba8d1a1a2d801c17c79e240538</td>\n",
       "      <td>2</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>5c0dfd9f570cb120f184080203u.jpg</td>\n",
       "      <td>8916227.0</td>\n",
       "      <td>西门子医疗系统</td>\n",
       "      <td>https://www.liepin.com/company/8916227/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57754271\",\"recruiterName\":\"陈女士\",\"job...</td>\n",
       "      <td>[数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]</td>\n",
       "      <td>产品经理-电信信息化部</td>\n",
       "      <td>57754271</td>\n",
       "      <td>8-12k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230412172946</td>\n",
       "      <td>...</td>\n",
       "      <td>871518775391643a04bdffecc9c81011</td>\n",
       "      <td>180268114ec479913eaad1f295204b5b</td>\n",
       "      <td>2</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>运营商/增值服务</td>\n",
       "      <td>5bfea3d874719d2aa34c9d1703a.png</td>\n",
       "      <td>1103040.0</td>\n",
       "      <td>中数通信息</td>\n",
       "      <td>https://www.liepin.com/company/1103040/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57794503\",\"recruiterName\":\"吴女士\",\"job...</td>\n",
       "      <td>[化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...</td>\n",
       "      <td>助理产品经理（化妆品原料）/APM</td>\n",
       "      <td>57794503</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230421104249</td>\n",
       "      <td>...</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"45379571\",\"recruiterName\":\"陈女士\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>化妆品原料产品经理</td>\n",
       "      <td>45379571</td>\n",
       "      <td>30-45k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230418094351</td>\n",
       "      <td>...</td>\n",
       "      <td>9780c9933530029971f2c48a1f2fc365</td>\n",
       "      <td>14a8accf08a04a521806a0cca0964ad2</td>\n",
       "      <td>2</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"45380041\",\"recruiterName\":\"朱女士\",\"job...</td>\n",
       "      <td>[化妆品, to B]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>45380041</td>\n",
       "      <td>25-29k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230418094857</td>\n",
       "      <td>...</td>\n",
       "      <td>7660709be664be56c32a8aef2aff706d</td>\n",
       "      <td>c55d8c37c29999932efebeb7f272cb14</td>\n",
       "      <td>2</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州贸易进出口公司</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"44113675\",\"recruiterName\":\"曾女士\",\"job...</td>\n",
       "      <td>[web端产品]</td>\n",
       "      <td>AI应用产品经理/港资企业正编/双休WLB</td>\n",
       "      <td>44113675</td>\n",
       "      <td>15-24k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230306145244</td>\n",
       "      <td>...</td>\n",
       "      <td>ef813c13d17ddf72662825202deeb056</td>\n",
       "      <td>7908151abdbef12e2efebeb7f272cb14</td>\n",
       "      <td>2</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内大型食品/饮料/日化公司</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"56781907\",\"recruiterName\":\"刘先生\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>心血管产品线-总经理</td>\n",
       "      <td>56781907</td>\n",
       "      <td>15-30k·16薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230421091558</td>\n",
       "      <td>...</td>\n",
       "      <td>8fc4003dfc916f929b36b77d06e3d22e</td>\n",
       "      <td>5f6c20edff982c499f71bc73f10cbe5b</td>\n",
       "      <td>2</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>5bfe8ee374719d35745a559203a.png</td>\n",
       "      <td>7893643.0</td>\n",
       "      <td>阳普医疗股份</td>\n",
       "      <td>https://www.liepin.com/company/7893643/</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57223711\",\"recruiterName\":\"程先生\",\"job...</td>\n",
       "      <td>[硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...</td>\n",
       "      <td>自动驾驶（硬件）产品经理</td>\n",
       "      <td>57223711</td>\n",
       "      <td>25-50k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230412190939</td>\n",
       "      <td>...</td>\n",
       "      <td>1147dd557533b4567e1472c76bc04ebd</td>\n",
       "      <td>6fa10ff6ea77d091528dabef14b76f2d</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57001973\",\"recruiterName\":\"冯先生\",\"job...</td>\n",
       "      <td>[to C, 电子商务, 消费品]</td>\n",
       "      <td>eWMS产品经理</td>\n",
       "      <td>57001973</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230420115138</td>\n",
       "      <td>...</td>\n",
       "      <td>f7de5de3cbf7fd89b9bfda7f445931e2</td>\n",
       "      <td>fadfc2ceb1f0029d4ad85438c465a917</td>\n",
       "      <td>2</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>日化</td>\n",
       "      <td>54d1e9c6712e7147fd813b3801a.png</td>\n",
       "      <td>873330.0</td>\n",
       "      <td>广州宝洁有限公司</td>\n",
       "      <td>https://www.liepin.com/company/873330/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"43492441\",\"recruiterName\":\"陈女士\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品销售经理-广州</td>\n",
       "      <td>43492441</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230418095014</td>\n",
       "      <td>...</td>\n",
       "      <td>b61494f006ea807945c2c8b358b10fa1</td>\n",
       "      <td>985c18edc2b4008b04612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某上海大型医疗器械公司</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57889105\",\"recruiterName\":\"周女士\",\"job...</td>\n",
       "      <td>[护肤品, 竞品分析, 新锐国货护肤, 市场定位, 直播/视频产品, 产品开发]</td>\n",
       "      <td>护肤品产品经理</td>\n",
       "      <td>57889105</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230420093648</td>\n",
       "      <td>...</td>\n",
       "      <td>a80eba34f864ad297e81914aa7340a4e</td>\n",
       "      <td>cafe4611fc9515e7c93dddf05a795d5c</td>\n",
       "      <td>2</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>日化</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13507215.0</td>\n",
       "      <td>广州众有米</td>\n",
       "      <td>https://www.liepin.com/company/13507215/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57784639\",\"recruiterName\":\"徐女士\",\"job...</td>\n",
       "      <td>[牙齿正畸]</td>\n",
       "      <td>客户经理--齿科正畸产品</td>\n",
       "      <td>57784639</td>\n",
       "      <td>10-14k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230418135442</td>\n",
       "      <td>...</td>\n",
       "      <td>f51c1d2e9c63ee702eb20f824463cbc5</td>\n",
       "      <td>7bcd6f67675b9b1f6042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>化工</td>\n",
       "      <td>5bfe910574719d35745abfa303a.png</td>\n",
       "      <td>7864451.0</td>\n",
       "      <td>3M中国</td>\n",
       "      <td>https://www.liepin.com/company/7864451/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"56876529\",\"recruiterName\":\"王女士\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Automation Product Manager</td>\n",
       "      <td>56876529</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230420095203</td>\n",
       "      <td>...</td>\n",
       "      <td>57a52ed73fed146b4c632be0178bfd3f</td>\n",
       "      <td>24c1cab13ef9bc2e801c17c79e240538</td>\n",
       "      <td>2</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>5952237b7032381b6822192505a.jpg</td>\n",
       "      <td>8506529.0</td>\n",
       "      <td>丹纳赫</td>\n",
       "      <td>https://www.liepin.com/company/8506529/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57157157\",\"recruiterName\":\"刘先生\",\"job...</td>\n",
       "      <td>[泌尿外科]</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>57157157</td>\n",
       "      <td>25-30k·14薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230321153342</td>\n",
       "      <td>...</td>\n",
       "      <td>22ab2b1a88769c3259935c280d474240</td>\n",
       "      <td>d4cc4bca17cae276aefc9b4a2bd8879c</td>\n",
       "      <td>2</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>制药</td>\n",
       "      <td>5bfe916674719d35745ad29703a.png</td>\n",
       "      <td>8275623.0</td>\n",
       "      <td>康方生物</td>\n",
       "      <td>https://www.liepin.com/company/8275623/</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"44978805\",\"recruiterName\":\"林先生\",\"job...</td>\n",
       "      <td>[to C]</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td>44978805</td>\n",
       "      <td>20-40k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230413114524</td>\n",
       "      <td>...</td>\n",
       "      <td>ec2448066ad5cdf94f25083a3243b675</td>\n",
       "      <td>d9615c119bb132bd55a0b6511a508218</td>\n",
       "      <td>2</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型食品/饮料/酒水公司</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"48604689\",\"recruiterName\":\"黄女士\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>助理产品经理</td>\n",
       "      <td>48604689</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230301100715</td>\n",
       "      <td>...</td>\n",
       "      <td>09129a3bc6f13614e4e32c50af3d5f75</td>\n",
       "      <td>ef271aa98fbd8615613a615479ad0f1e</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>仪器仪表</td>\n",
       "      <td>60b831ef7cc07936e59f518306u.png</td>\n",
       "      <td>12773635.0</td>\n",
       "      <td>索恩照明(广州)有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12773635/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"45327891\",\"recruiterName\":\"唐女士\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>硬件产品经理</td>\n",
       "      <td>45327891</td>\n",
       "      <td>30-50k·14薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230415235525</td>\n",
       "      <td>...</td>\n",
       "      <td>1d96d00cfe919fa26a1adf5987777a35</td>\n",
       "      <td>73f267275bfde46ce68ea511f8a9efc5</td>\n",
       "      <td>2</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州电气机械/器材公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"45187159\",\"recruiterName\":\"宋女士\",\"job...</td>\n",
       "      <td>[化妆品, 消费品, 产品开发]</td>\n",
       "      <td>Assistant Product Manager / Product Manager</td>\n",
       "      <td>45187159</td>\n",
       "      <td>18-30k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230411142619</td>\n",
       "      <td>...</td>\n",
       "      <td>375a1dfe17607510a0693c119d820cfb</td>\n",
       "      <td>37476b87b3e233679f90a7bcfdb96d0e</td>\n",
       "      <td>2</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>日化</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内大型日化公司</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"44709427\",\"recruiterName\":\"邓先生\",\"job...</td>\n",
       "      <td>[软件开发]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>44709427</td>\n",
       "      <td>25-35k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230324111137</td>\n",
       "      <td>...</td>\n",
       "      <td>4df980208f61abaa845b1031e141f2ce</td>\n",
       "      <td>6576d39ac3d6a469337193710fe42056</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>互联网</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州互联网公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"30477665\",\"recruiterName\":\"Keli Tang...</td>\n",
       "      <td>[b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>30477665</td>\n",
       "      <td>18-40k·14薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230421112457</td>\n",
       "      <td>...</td>\n",
       "      <td>8d90c26ed477481c5bfe988e1b72f121</td>\n",
       "      <td>edbe6a7c4ed9d6e5aaa70b13e477f173</td>\n",
       "      <td>2</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>59dc78457832e11b880f044c05a.png</td>\n",
       "      <td>9283329.0</td>\n",
       "      <td>即能科技(广州)有限公司</td>\n",
       "      <td>https://www.liepin.com/company/9283329/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"56295007\",\"recruiterName\":\"黎先生\",\"job...</td>\n",
       "      <td>[数据产品, 平台产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...</td>\n",
       "      <td>产品经理（企业数字化转型）</td>\n",
       "      <td>56295007</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230221094711</td>\n",
       "      <td>...</td>\n",
       "      <td>ed79e9abb562c2c2e3f3af8aab9ad0d7</td>\n",
       "      <td>beff7093463e459a613348042573671f</td>\n",
       "      <td>2</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>5cc116c89fae687d43343d7308u.png</td>\n",
       "      <td>7863327.0</td>\n",
       "      <td>润建股份</td>\n",
       "      <td>https://www.liepin.com/company/7863327/</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"43037645\",\"recruiterName\":\"张先生\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>数码产品经理</td>\n",
       "      <td>43037645</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20210913204744</td>\n",
       "      <td>...</td>\n",
       "      <td>80a35acbf6b5573c5c8cd7b9f6ba8101</td>\n",
       "      <td>bd0efb08acc7704271de52c3bc0b6279</td>\n",
       "      <td>2</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5bfe92c174719d9f609a7b9603a.png</td>\n",
       "      <td>2664546.0</td>\n",
       "      <td>汇丰软件</td>\n",
       "      <td>https://www.liepin.com/company/2664546/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"35923437\",\"recruiterName\":\"陈女士\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理（工业消洗产品）</td>\n",
       "      <td>35923437</td>\n",
       "      <td>12-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20220319162445</td>\n",
       "      <td>...</td>\n",
       "      <td>7f371db882206fccd2bdf1809a52d3e6</td>\n",
       "      <td>18f5af2ced812a43d6a9d1214a39013b</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>制药</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"50466807\",\"recruiterName\":\"陈先生\",\"job...</td>\n",
       "      <td>[商品管理, 产品企划, 商品运营]</td>\n",
       "      <td>产品经理-产品企划（鞋类）(J13091)</td>\n",
       "      <td>50466807</td>\n",
       "      <td>14-28k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20221116184947</td>\n",
       "      <td>...</td>\n",
       "      <td>3466dbf14ff3a1923d3d8a2c8cd5b370</td>\n",
       "      <td>feaaf399e43a569d29323863fa1c0b93</td>\n",
       "      <td>2</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>628c584cb244352e0e92248608u.png</td>\n",
       "      <td>13032765.0</td>\n",
       "      <td>斯凯奇中国</td>\n",
       "      <td>https://www.liepin.com/company/13032765/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"55829685\",\"recruiterName\":\"林女士\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理-产品企划(J13606)</td>\n",
       "      <td>55829685</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230206112123</td>\n",
       "      <td>...</td>\n",
       "      <td>308332da68f592edf82050c4b8bff969</td>\n",
       "      <td>7b8081a6d08696bafaf1d0d00bd33fc5</td>\n",
       "      <td>2</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>628c584cb244352e0e92248608u.png</td>\n",
       "      <td>13032765.0</td>\n",
       "      <td>斯凯奇中国</td>\n",
       "      <td>https://www.liepin.com/company/13032765/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"54145433\",\"recruiterName\":\"杜先生\",\"job...</td>\n",
       "      <td>[供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td>54145433</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230421120042</td>\n",
       "      <td>...</td>\n",
       "      <td>cd24cb737616cf6b537f73a32e6c2ba3</td>\n",
       "      <td>0d2213fbc6520bd4e4cd5c055e1e05ce</td>\n",
       "      <td>2</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>日化</td>\n",
       "      <td>54d1e9c6712e7147fd813b3801a.png</td>\n",
       "      <td>873330.0</td>\n",
       "      <td>广州宝洁有限公司</td>\n",
       "      <td>https://www.liepin.com/company/873330/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"45253831\",\"recruiterName\":\"赵女士\",\"job...</td>\n",
       "      <td>[供应链产品, 风控产品, 工具产品, 安全产品, 平台产品, 电商产品, 中台产品, 政府...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>45253831</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230413092954</td>\n",
       "      <td>...</td>\n",
       "      <td>a94c79b32e2ac4b0b0a633f2b1b00a0c</td>\n",
       "      <td>8a0305395cddc174dfb6df235db455f2</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57403583\",\"recruiterName\":\"俞女士\",\"job...</td>\n",
       "      <td>[CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...</td>\n",
       "      <td>CRM实施顾问&amp;项目经理PM(J12971)</td>\n",
       "      <td>57403583</td>\n",
       "      <td>11-22k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230329180701</td>\n",
       "      <td>...</td>\n",
       "      <td>77ca96ebd1c0d4c9b55b81912526b943</td>\n",
       "      <td>927752d28c878e66e4cd5c055e1e05ce</td>\n",
       "      <td>2</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网</td>\n",
       "      <td>5ed700f4ec4db462f82e4ddf01u.png</td>\n",
       "      <td>8361671.0</td>\n",
       "      <td>上海汉得信息技术股份有限公司</td>\n",
       "      <td>https://www.liepin.com/company/8361671/</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"45177357\",\"recruiterName\":\"孙女士\",\"job...</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>45177357</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230421111742</td>\n",
       "      <td>...</td>\n",
       "      <td>47227c6fbfcd952686963be95b15422d</td>\n",
       "      <td>9cfdabc8878349689809d03804875792</td>\n",
       "      <td>2</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>日化</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"48554057\",\"recruiterName\":\"陈女士\",\"job...</td>\n",
       "      <td>[生物工程, 试剂, 微生物研究, 制药企业, 生物企业]</td>\n",
       "      <td>微生物检测产品经理（制药或食品行业方向）</td>\n",
       "      <td>48554057</td>\n",
       "      <td>15-20k·20薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230421083050</td>\n",
       "      <td>...</td>\n",
       "      <td>0f80a6460fa3a5f3c33c5fd0dac95307</td>\n",
       "      <td>767685575712890413dd84912f51618a</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>制药</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"45263747\",\"recruiterName\":\"蔡先生\",\"job...</td>\n",
       "      <td>[供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>45263747</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230421093115</td>\n",
       "      <td>...</td>\n",
       "      <td>8fc7562cc0d10f9479c452c56622eaa4</td>\n",
       "      <td>3a5b505a337c783db090656a5246961f</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"43309883\",\"recruiterName\":\"陆女士\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>43309883</td>\n",
       "      <td>30-40k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>20230208175714</td>\n",
       "      <td>...</td>\n",
       "      <td>7829c0aa95f568cada116b3e040ec67e</td>\n",
       "      <td>50fe96bee43de82980764db4dc5d059d</td>\n",
       "      <td>2</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型食品/饮料/酒水公司</td>\n",
       "      <td></td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
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       "1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"jobId\":\"57816811\",\"recruiterName\":\"杜先生\",\"job...   \n",
       "1   {\"jobId\":\"58002363\",\"recruiterName\":\"刘女士\",\"job...   \n",
       "2   {\"jobId\":\"57140163\",\"recruiterName\":\"简先生\",\"job...   \n",
       "3   {\"jobId\":\"50965433\",\"recruiterName\":\"吴女士\",\"job...   \n",
       "4   {\"jobId\":\"55703639\",\"recruiterName\":\"侯先生\",\"job...   \n",
       "5   {\"jobId\":\"55703543\",\"recruiterName\":\"侯先生\",\"job...   \n",
       "6   {\"jobId\":\"44053277\",\"recruiterName\":\"谌女士\",\"job...   \n",
       "7   {\"jobId\":\"57679297\",\"recruiterName\":\"樊女士\",\"job...   \n",
       "8   {\"jobId\":\"56689685\",\"recruiterName\":\"翁女士\",\"job...   \n",
       "9   {\"jobId\":\"57754271\",\"recruiterName\":\"陈女士\",\"job...   \n",
       "10  {\"jobId\":\"57794503\",\"recruiterName\":\"吴女士\",\"job...   \n",
       "11  {\"jobId\":\"45379571\",\"recruiterName\":\"陈女士\",\"job...   \n",
       "12  {\"jobId\":\"45380041\",\"recruiterName\":\"朱女士\",\"job...   \n",
       "13  {\"jobId\":\"44113675\",\"recruiterName\":\"曾女士\",\"job...   \n",
       "14  {\"jobId\":\"56781907\",\"recruiterName\":\"刘先生\",\"job...   \n",
       "15  {\"jobId\":\"57223711\",\"recruiterName\":\"程先生\",\"job...   \n",
       "16  {\"jobId\":\"57001973\",\"recruiterName\":\"冯先生\",\"job...   \n",
       "17  {\"jobId\":\"43492441\",\"recruiterName\":\"陈女士\",\"job...   \n",
       "18  {\"jobId\":\"57889105\",\"recruiterName\":\"周女士\",\"job...   \n",
       "19  {\"jobId\":\"57784639\",\"recruiterName\":\"徐女士\",\"job...   \n",
       "20  {\"jobId\":\"56876529\",\"recruiterName\":\"王女士\",\"job...   \n",
       "21  {\"jobId\":\"57157157\",\"recruiterName\":\"刘先生\",\"job...   \n",
       "22  {\"jobId\":\"44978805\",\"recruiterName\":\"林先生\",\"job...   \n",
       "23  {\"jobId\":\"48604689\",\"recruiterName\":\"黄女士\",\"job...   \n",
       "24  {\"jobId\":\"45327891\",\"recruiterName\":\"唐女士\",\"job...   \n",
       "25  {\"jobId\":\"45187159\",\"recruiterName\":\"宋女士\",\"job...   \n",
       "26  {\"jobId\":\"44709427\",\"recruiterName\":\"邓先生\",\"job...   \n",
       "27  {\"jobId\":\"30477665\",\"recruiterName\":\"Keli Tang...   \n",
       "28  {\"jobId\":\"56295007\",\"recruiterName\":\"黎先生\",\"job...   \n",
       "29  {\"jobId\":\"43037645\",\"recruiterName\":\"张先生\",\"job...   \n",
       "30  {\"jobId\":\"35923437\",\"recruiterName\":\"陈女士\",\"job...   \n",
       "31  {\"jobId\":\"50466807\",\"recruiterName\":\"陈先生\",\"job...   \n",
       "32  {\"jobId\":\"55829685\",\"recruiterName\":\"林女士\",\"job...   \n",
       "33  {\"jobId\":\"54145433\",\"recruiterName\":\"杜先生\",\"job...   \n",
       "34  {\"jobId\":\"45253831\",\"recruiterName\":\"赵女士\",\"job...   \n",
       "35  {\"jobId\":\"57403583\",\"recruiterName\":\"俞女士\",\"job...   \n",
       "36  {\"jobId\":\"45177357\",\"recruiterName\":\"孙女士\",\"job...   \n",
       "37  {\"jobId\":\"48554057\",\"recruiterName\":\"陈女士\",\"job...   \n",
       "38  {\"jobId\":\"45263747\",\"recruiterName\":\"蔡先生\",\"job...   \n",
       "39  {\"jobId\":\"43309883\",\"recruiterName\":\"陆女士\",\"job...   \n",
       "\n",
       "                                           job.labels  \\\n",
       "0                                       [供应链产品, 数据分析]   \n",
       "1                                  [产品开发, 产品规划, 产品运营]   \n",
       "2                 [云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]   \n",
       "3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       "4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...   \n",
       "5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...   \n",
       "6   [商业产品, 策略产品, 定价/竞价产品, 制造业, 家电行业, 房地产行业, 产品规划, ...   \n",
       "7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]   \n",
       "8                                                  []   \n",
       "9    [数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]   \n",
       "10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...   \n",
       "11                                                 []   \n",
       "12                                        [化妆品, to B]   \n",
       "13                                           [web端产品]   \n",
       "14                                                 []   \n",
       "15  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...   \n",
       "16                                  [to C, 电子商务, 消费品]   \n",
       "17                                                 []   \n",
       "18           [护肤品, 竞品分析, 新锐国货护肤, 市场定位, 直播/视频产品, 产品开发]   \n",
       "19                                             [牙齿正畸]   \n",
       "20                                                 []   \n",
       "21                                             [泌尿外科]   \n",
       "22                                             [to C]   \n",
       "23                                                 []   \n",
       "24                                                 []   \n",
       "25                                   [化妆品, 消费品, 产品开发]   \n",
       "26                                             [软件开发]   \n",
       "27  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...   \n",
       "28  [数据产品, 平台产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...   \n",
       "29                                                 []   \n",
       "30                                                 []   \n",
       "31                                 [商品管理, 产品企划, 商品运营]   \n",
       "32                                                 []   \n",
       "33              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]   \n",
       "34  [供应链产品, 风控产品, 工具产品, 安全产品, 平台产品, 电商产品, 中台产品, 政府...   \n",
       "35  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...   \n",
       "36                                 [市场营销, 产品管理, 产品开发]   \n",
       "37                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]   \n",
       "38  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...   \n",
       "39                                                 []   \n",
       "\n",
       "                                       job.title job.jobId  job.salary  \\\n",
       "0                                         产品经理助理  57816811    5-7k·13薪   \n",
       "1                                         电商产品经理  58002363  10-15k·13薪   \n",
       "2                                   产品经理（光伏智慧运维）  57140163  20-25k·13薪   \n",
       "3                    产品经理（化妆品原料）/Product Manager  50965433        薪资面议   \n",
       "4                                   自动驾驶产品经理（PM）  55703639      25-35k   \n",
       "5                                 自动驾驶工具产品经理（PM）  55703543      25-35k   \n",
       "6                           产品经理/Product Manager  44053277      20-30k   \n",
       "7                            产品经理Product Manager  57679297      20-25k   \n",
       "8             Product Sales Manager MR 产品销售经理 广州  56689685        薪资面议   \n",
       "9                                    产品经理-电信信息化部  57754271   8-12k·13薪   \n",
       "10                             助理产品经理（化妆品原料）/APM  57794503        薪资面议   \n",
       "11                                     化妆品原料产品经理  45379571  30-45k·14薪   \n",
       "12                                          产品经理  45380041      25-29k   \n",
       "13                         AI应用产品经理/港资企业正编/双休WLB  44113675  15-24k·13薪   \n",
       "14                                    心血管产品线-总经理  56781907  15-30k·16薪   \n",
       "15                                  自动驾驶（硬件）产品经理  57223711  25-50k·15薪   \n",
       "16                                      eWMS产品经理  57001973  20-40k·14薪   \n",
       "17                                     产品销售经理-广州  43492441  20-40k·16薪   \n",
       "18                                       护肤品产品经理  57889105      20-30k   \n",
       "19                                  客户经理--齿科正畸产品  57784639  10-14k·14薪   \n",
       "20                    Automation Product Manager  56876529  20-40k·13薪   \n",
       "21                                        医药产品经理  57157157  25-30k·14薪   \n",
       "22                          eWMS Product Manager  44978805  20-40k·15薪   \n",
       "23                                        助理产品经理  48604689  15-25k·13薪   \n",
       "24                                        硬件产品经理  45327891  30-50k·14薪   \n",
       "25  Assistant Product Manager / Product Manager   45187159  18-30k·13薪   \n",
       "26                                          产品经理  44709427  25-35k·14薪   \n",
       "27                                          产品经理  30477665  18-40k·14薪   \n",
       "28                                 产品经理（企业数字化转型）  56295007       6-10k   \n",
       "29                                        数码产品经理  43037645        薪资面议   \n",
       "30                                  产品经理（工业消洗产品）  35923437      12-30k   \n",
       "31                         产品经理-产品企划（鞋类）(J13091)  50466807  14-28k·16薪   \n",
       "32                             产品经理-产品企划(J13606)  55829685      15-25k   \n",
       "33                          eWMS Product Manager  54145433        薪资面议   \n",
       "34                                          产品经理  45253831      20-30k   \n",
       "35                        CRM实施顾问&项目经理PM(J12971)  57403583      11-22k   \n",
       "36                              Product Manager   45177357      25-30k   \n",
       "37                          微生物检测产品经理（制药或食品行业方向）  48554057  15-20k·20薪   \n",
       "38                                          产品经理  45263747      20-30k   \n",
       "39                               Product Manager  43309883  30-40k·13薪   \n",
       "\n",
       "    job.dq job.jobKind                                     job.dataPromId  \\\n",
       "0   广州-番禺区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "1   广州-越秀区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "2   广州-黄埔区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "3   广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "4   广州-海珠区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "5   广州-海珠区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "6       广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "7   广州-番禺区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "8   广州-越秀区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "9   广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "10  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "11      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "12  广州-天河区           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "13  广州-白云区           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "14  广州-黄埔区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "15      广州           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "16  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "17      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "18  广州-白云区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "19  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "20  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "21  广州-越秀区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "22      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "23  广州-黄埔区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "24  广州-海珠区           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "25      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "26      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "27  广州-越秀区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "28  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "29      广州           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "30      广州           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "31  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "32  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "33  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "34      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "35  广州-番禺区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "36      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "37  广州-黄埔区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "38      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "39  广州-天河区           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "\n",
       "   job.refreshTime  ...             recruiter.recruiterId  \\\n",
       "0   20230420143604  ...  c8d145acb0a3162c59941f318d428c38   \n",
       "1   20230421104505  ...  e478580dede58f33b410edb79f6d12d0   \n",
       "2   20230414101314  ...  5d06cc8392806c6f2a078796e1b49e8f   \n",
       "3   20230421104249  ...  14799e1bef289c70aa9b550257de7ea8   \n",
       "4   20230228112317  ...  7da08eb2dc102f58400ecda04a611db0   \n",
       "5   20230228112317  ...  7da08eb2dc102f58400ecda04a611db0   \n",
       "6   20230420094539  ...  1ddf52f28236620a73d520f2e8bd293b   \n",
       "7   20230410215438  ...  74207202b9a1882cbe061eb681f898fc   \n",
       "8   20230303234707  ...  f08748e81b3b0757d734fc6b171fa589   \n",
       "9   20230412172946  ...  871518775391643a04bdffecc9c81011   \n",
       "10  20230421104249  ...  14799e1bef289c70aa9b550257de7ea8   \n",
       "11  20230418094351  ...  9780c9933530029971f2c48a1f2fc365   \n",
       "12  20230418094857  ...  7660709be664be56c32a8aef2aff706d   \n",
       "13  20230306145244  ...  ef813c13d17ddf72662825202deeb056   \n",
       "14  20230421091558  ...  8fc4003dfc916f929b36b77d06e3d22e   \n",
       "15  20230412190939  ...  1147dd557533b4567e1472c76bc04ebd   \n",
       "16  20230420115138  ...  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       "17  20230418095014  ...  b61494f006ea807945c2c8b358b10fa1   \n",
       "18  20230420093648  ...  a80eba34f864ad297e81914aa7340a4e   \n",
       "19  20230418135442  ...  f51c1d2e9c63ee702eb20f824463cbc5   \n",
       "20  20230420095203  ...  57a52ed73fed146b4c632be0178bfd3f   \n",
       "21  20230321153342  ...  22ab2b1a88769c3259935c280d474240   \n",
       "22  20230413114524  ...  ec2448066ad5cdf94f25083a3243b675   \n",
       "23  20230301100715  ...  09129a3bc6f13614e4e32c50af3d5f75   \n",
       "24  20230415235525  ...  1d96d00cfe919fa26a1adf5987777a35   \n",
       "25  20230411142619  ...  375a1dfe17607510a0693c119d820cfb   \n",
       "26  20230324111137  ...  4df980208f61abaa845b1031e141f2ce   \n",
       "27  20230421112457  ...  8d90c26ed477481c5bfe988e1b72f121   \n",
       "28  20230221094711  ...  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       "29  20210913204744  ...  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       "30  20220319162445  ...  7f371db882206fccd2bdf1809a52d3e6   \n",
       "31  20221116184947  ...  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       "32  20230206112123  ...  308332da68f592edf82050c4b8bff969   \n",
       "33  20230421120042  ...  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       "34  20230413092954  ...  a94c79b32e2ac4b0b0a633f2b1b00a0c   \n",
       "35  20230329180701  ...  77ca96ebd1c0d4c9b55b81912526b943   \n",
       "36  20230421111742  ...  47227c6fbfcd952686963be95b15422d   \n",
       "37  20230421083050  ...  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       "38  20230421093115  ...  8fc7562cc0d10f9479c452c56622eaa4   \n",
       "39  20230208175714  ...  7829c0aa95f568cada116b3e040ec67e   \n",
       "\n",
       "                      recruiter.imId recruiter.imUserType comp.compScale  \\\n",
       "0   5fdfb4259befbf07160bef405ccde8ba                    2       100-499人   \n",
       "1   561ff6e28a2e9cb4aa6795a3148228ff                    2         50-99人   \n",
       "2   a4eec1a320f628e2dc2616a5acb8537e                    2       100-499人   \n",
       "3   0ce6f53a162e27cc9427b88c78d2ff1f                    2         50-99人   \n",
       "4   e2b135092ee70a2ae950a599d250d4ad                    2       100-499人   \n",
       "5   e2b135092ee70a2ae950a599d250d4ad                    2       100-499人   \n",
       "6   d874c5f87567784901ab80e4a8b96567                    2       500-999人   \n",
       "7   c161b9ea744ffb27d0e00b26797bdaff                    2       100-499人   \n",
       "8   8595d9ba8d1a1a2d801c17c79e240538                    2    5000-10000人   \n",
       "9   180268114ec479913eaad1f295204b5b                    2     1000-2000人   \n",
       "10  0ce6f53a162e27cc9427b88c78d2ff1f                    2         50-99人   \n",
       "11  14a8accf08a04a521806a0cca0964ad2                    2         50-99人   \n",
       "12  c55d8c37c29999932efebeb7f272cb14                    2         50-99人   \n",
       "13  7908151abdbef12e2efebeb7f272cb14                    2     2000-5000人   \n",
       "14  5f6c20edff982c499f71bc73f10cbe5b                    2       500-999人   \n",
       "15  6fa10ff6ea77d091528dabef14b76f2d                    2       100-499人   \n",
       "16  fadfc2ceb1f0029d4ad85438c465a917                    2       10000人以上   \n",
       "17  985c18edc2b4008b04612e645251413c                    2       10000人以上   \n",
       "18  cafe4611fc9515e7c93dddf05a795d5c                    2          1-49人   \n",
       "19  7bcd6f67675b9b1f6042c177f0a1d2b1                    2       10000人以上   \n",
       "20  24c1cab13ef9bc2e801c17c79e240538                    2    5000-10000人   \n",
       "21  d4cc4bca17cae276aefc9b4a2bd8879c                    2     2000-5000人   \n",
       "22  d9615c119bb132bd55a0b6511a508218                    2       10000人以上   \n",
       "23  ef271aa98fbd8615613a615479ad0f1e                    2       100-499人   \n",
       "24  73f267275bfde46ce68ea511f8a9efc5                    2          1-49人   \n",
       "25  37476b87b3e233679f90a7bcfdb96d0e                    2     2000-5000人   \n",
       "26  6576d39ac3d6a469337193710fe42056                    2                  \n",
       "27  edbe6a7c4ed9d6e5aaa70b13e477f173                    2          1-49人   \n",
       "28  beff7093463e459a613348042573671f                    2    5000-10000人   \n",
       "29  bd0efb08acc7704271de52c3bc0b6279                    2     2000-5000人   \n",
       "30  18f5af2ced812a43d6a9d1214a39013b                    2       100-499人   \n",
       "31  feaaf399e43a569d29323863fa1c0b93                    2     2000-5000人   \n",
       "32  7b8081a6d08696bafaf1d0d00bd33fc5                    2     2000-5000人   \n",
       "33  0d2213fbc6520bd4e4cd5c055e1e05ce                    2       10000人以上   \n",
       "34  8a0305395cddc174dfb6df235db455f2                    2       100-499人   \n",
       "35  927752d28c878e66e4cd5c055e1e05ce                    2       10000人以上   \n",
       "36  9cfdabc8878349689809d03804875792                    2     2000-5000人   \n",
       "37  767685575712890413dd84912f51618a                    2       100-499人   \n",
       "38  3a5b505a337c783db090656a5246961f                    2       100-499人   \n",
       "39  50fe96bee43de82980764db4dc5d059d                    2    5000-10000人   \n",
       "\n",
       "    comp.compIndustry                    comp.compLogo comp.compId  \\\n",
       "0         电子/半导体/集成电路  6260c4f2d16c9b55d258a16501u.png   9730786.0   \n",
       "1               批发/零售  62946d5979452e421251b7f707u.png   9720899.0   \n",
       "2         电力/热力/燃气/水务  6340de1e5f464d5d08fe1c8708u.png  13307101.0   \n",
       "3              贸易/进出口  6274ee6d04a5ff469b10880402u.png   8112968.0   \n",
       "4                人工智能  60a497de907306298575785f03u.png   9491766.0   \n",
       "5                人工智能  60a497de907306298575785f03u.png   9491766.0   \n",
       "6               机械/设备  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "7                IT服务  61b07937d0458d53c627567e02u.jpg  13315477.0   \n",
       "8                医疗器械  5c0dfd9f570cb120f184080203u.jpg   8916227.0   \n",
       "9            运营商/增值服务  5bfea3d874719d2aa34c9d1703a.png   1103040.0   \n",
       "10             贸易/进出口  6274ee6d04a5ff469b10880402u.png   8112968.0   \n",
       "11             贸易/进出口  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "12             贸易/进出口  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "13           食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "14               医疗器械  5bfe8ee374719d35745a559203a.png   7893643.0   \n",
       "15               人工智能  60a497de907306298575785f03u.png   9491766.0   \n",
       "16                 日化  54d1e9c6712e7147fd813b3801a.png    873330.0   \n",
       "17               医疗器械  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "18                 日化  61b07937d0458d53c627567e02u.jpg  13507215.0   \n",
       "19                 化工  5bfe910574719d35745abfa303a.png   7864451.0   \n",
       "20               医疗器械  5952237b7032381b6822192505a.jpg   8506529.0   \n",
       "21                 制药  5bfe916674719d35745ad29703a.png   8275623.0   \n",
       "22           食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "23               仪器仪表  60b831ef7cc07936e59f518306u.png  12773635.0   \n",
       "24            电气机械/器材  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "25                 日化  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "26                互联网  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "27             专业技术服务  59dc78457832e11b880f044c05a.png   9283329.0   \n",
       "28               通信设备  5cc116c89fae687d43343d7308u.png   7863327.0   \n",
       "29              计算机软件  5bfe92c174719d9f609a7b9603a.png   2664546.0   \n",
       "30                 制药  5bfe8edd74719d35745a548603a.png   7932064.0   \n",
       "31           服装/纺织/皮革  628c584cb244352e0e92248608u.png  13032765.0   \n",
       "32           服装/纺织/皮革  628c584cb244352e0e92248608u.png  13032765.0   \n",
       "33                 日化  54d1e9c6712e7147fd813b3801a.png    873330.0   \n",
       "34               IT服务  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "35                互联网  5ed700f4ec4db462f82e4ddf01u.png   8361671.0   \n",
       "36                 日化  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "37                 制药  5bfe8edd74719d35745a548603a.png   7932064.0   \n",
       "38               IT服务  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "39           食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       "\n",
       "       comp.compName                                 comp.link  comp.compStage  \n",
       "0               京邦集团   https://www.liepin.com/company/9730786/             NaN  \n",
       "1         广州愚记贸易有限公司   https://www.liepin.com/company/9720899/             NaN  \n",
       "2   汇耀品尚能源科技(广州)有限公司  https://www.liepin.com/company/13307101/              A轮  \n",
       "3               仙婷集团   https://www.liepin.com/company/8112968/             NaN  \n",
       "4         文远知行WeRide   https://www.liepin.com/company/9491766/              C轮  \n",
       "5         文远知行WeRide   https://www.liepin.com/company/9491766/              C轮  \n",
       "6       某广州大型机械/设备公司                                                     融资未公开  \n",
       "7     广州市新目标电子商务有限公司  https://www.liepin.com/company/13315477/             NaN  \n",
       "8            西门子医疗系统   https://www.liepin.com/company/8916227/             NaN  \n",
       "9              中数通信息   https://www.liepin.com/company/1103040/             NaN  \n",
       "10              仙婷集团   https://www.liepin.com/company/8112968/             NaN  \n",
       "11             某知名公司                                                     融资未公开  \n",
       "12        某广州贸易进出口公司                                                     融资未公开  \n",
       "13   某国内大型食品/饮料/日化公司                                                     融资未公开  \n",
       "14            阳普医疗股份   https://www.liepin.com/company/7893643/          沪深A股上市  \n",
       "15        文远知行WeRide   https://www.liepin.com/company/9491766/              C轮  \n",
       "16          广州宝洁有限公司    https://www.liepin.com/company/873330/             NaN  \n",
       "17       某上海大型医疗器械公司                                                     融资未公开  \n",
       "18             广州众有米  https://www.liepin.com/company/13507215/             NaN  \n",
       "19              3M中国   https://www.liepin.com/company/7864451/             NaN  \n",
       "20               丹纳赫   https://www.liepin.com/company/8506529/             NaN  \n",
       "21              康方生物   https://www.liepin.com/company/8275623/            港股上市  \n",
       "22   某广州大型食品/饮料/酒水公司                                                     融资未公开  \n",
       "23      索恩照明(广州)有限公司  https://www.liepin.com/company/12773635/             NaN  \n",
       "24      某广州电气机械/器材公司                                                       NaN  \n",
       "25         某国内大型日化公司                                                     融资未公开  \n",
       "26          某广州互联网公司                                                       NaN  \n",
       "27      即能科技(广州)有限公司   https://www.liepin.com/company/9283329/             NaN  \n",
       "28              润建股份   https://www.liepin.com/company/7863327/          沪深A股上市  \n",
       "29              汇丰软件   https://www.liepin.com/company/2664546/              其他  \n",
       "30     广东环凯微生物科技有限公司   https://www.liepin.com/company/7932064/           融资未公开  \n",
       "31             斯凯奇中国  https://www.liepin.com/company/13032765/             NaN  \n",
       "32             斯凯奇中国  https://www.liepin.com/company/13032765/             NaN  \n",
       "33          广州宝洁有限公司    https://www.liepin.com/company/873330/             NaN  \n",
       "34         某广州IT服务公司                                                       NaN  \n",
       "35    上海汉得信息技术股份有限公司   https://www.liepin.com/company/8361671/             已上市  \n",
       "36        某国内大型快消品公司                                                     融资未公开  \n",
       "37     广东环凯微生物科技有限公司   https://www.liepin.com/company/7932064/           融资未公开  \n",
       "38         某广州IT服务公司                                                       NaN  \n",
       "39   某广州大型食品/饮料/酒水公司                                                     融资未公开  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "c0cb2a2d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "88b8304e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(10):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e75ad16",
   "metadata": {},
   "source": [
    "# 批量储存"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "650da1ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b969fcc8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.title</th>\n",
       "      <th>...</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"recruiterName\":\"杜先生\",\"imId\":\"5fdfb4259befbf0...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>京邦集团</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>6260c4f2d16c9b55d258a16501u.png</td>\n",
       "      <td>9730786.0</td>\n",
       "      <td>https://www.liepin.com/company/9730786/</td>\n",
       "      <td>[供应链产品, 数据分析]</td>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>...</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>杜先生</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>5fdfb4259befbf07160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>c8d145acb0a3162c59941f318d428c38</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"imId\":\"561ff6e28a2e9cb...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>广州愚记贸易有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>62946d5979452e421251b7f707u.png</td>\n",
       "      <td>9720899.0</td>\n",
       "      <td>https://www.liepin.com/company/9720899/</td>\n",
       "      <td>[产品开发, 产品规划, 产品运营]</td>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>False</td>\n",
       "      <td>561ff6e28a2e9cb4aa6795a3148228ff</td>\n",
       "      <td>2</td>\n",
       "      <td>e478580dede58f33b410edb79f6d12d0</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"recruiterName\":\"简先生\",\"imId\":\"a4eec1a320f628e...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>汇耀品尚能源科技(广州)有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>电力/热力/燃气/水务</td>\n",
       "      <td>6340de1e5f464d5d08fe1c8708u.png</td>\n",
       "      <td>13307101.0</td>\n",
       "      <td>https://www.liepin.com/company/13307101/</td>\n",
       "      <td>[云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]</td>\n",
       "      <td>产品经理（光伏智慧运维）</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>简先生</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>False</td>\n",
       "      <td>a4eec1a320f628e2dc2616a5acb8537e</td>\n",
       "      <td>2</td>\n",
       "      <td>5d06cc8392806c6f2a078796e1b49e8f</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"recruiterName\":\"吴女士\",\"imId\":\"0ce6f53a162e27c...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>False</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"recruiterName\":\"侯先生\",\"imId\":\"e2b135092ee70a2...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...</td>\n",
       "      <td>自动驾驶产品经理（PM）</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>侯先生</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>False</td>\n",
       "      <td>e2b135092ee70a2ae950a599d250d4ad</td>\n",
       "      <td>2</td>\n",
       "      <td>7da08eb2dc102f58400ecda04a611db0</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"recruiterName\":\"俞女士\",\"jobId\":\"57403583\",\"use...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>上海汉得信息技术股份有限公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网</td>\n",
       "      <td>5ed700f4ec4db462f82e4ddf01u.png</td>\n",
       "      <td>8361671.0</td>\n",
       "      <td>https://www.liepin.com/company/8361671/</td>\n",
       "      <td>[CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...</td>\n",
       "      <td>CRM实施顾问&amp;项目经理PM(J12971)</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>俞女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>False</td>\n",
       "      <td>927752d28c878e66e4cd5c055e1e05ce</td>\n",
       "      <td>2</td>\n",
       "      <td>77ca96ebd1c0d4c9b55b81912526b943</td>\n",
       "      <td>601baaab60c8320221e3c1d902u.png</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"recruiterName\":\"孙女士\",\"jobId\":\"45177357\",\"use...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>日化</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>9cfdabc8878349689809d03804875792</td>\n",
       "      <td>2</td>\n",
       "      <td>47227c6fbfcd952686963be95b15422d</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"48554057\",\"use...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>制药</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>[生物工程, 试剂, 微生物研究, 制药企业, 生物企业]</td>\n",
       "      <td>微生物检测产品经理（制药或食品行业方向）</td>\n",
       "      <td>...</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>陈女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>767685575712890413dd84912f51618a</td>\n",
       "      <td>2</td>\n",
       "      <td>0f80a6460fa3a5f3c33c5fd0dac95307</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"recruiterName\":\"蔡先生\",\"jobId\":\"45263747\",\"use...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>[供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>蔡先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>3a5b505a337c783db090656a5246961f</td>\n",
       "      <td>2</td>\n",
       "      <td>8fc7562cc0d10f9479c452c56622eaa4</td>\n",
       "      <td>5f8fa3a78dbe6273dcf85e2608u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"recruiterName\":\"陆女士\",\"jobId\":\"43309883\",\"use...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>某广州大型食品/饮料/酒水公司</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>陆女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>50fe96bee43de82980764db4dc5d059d</td>\n",
       "      <td>2</td>\n",
       "      <td>7829c0aa95f568cada116b3e040ec67e</td>\n",
       "      <td>62fe2d4a95ee1c041432be7a05u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"recruiterName\":\"杜先生\",\"imId\":\"5fdfb4259befbf0...   \n",
       "1   {\"recruiterName\":\"刘女士\",\"imId\":\"561ff6e28a2e9cb...   \n",
       "2   {\"recruiterName\":\"简先生\",\"imId\":\"a4eec1a320f628e...   \n",
       "3   {\"recruiterName\":\"吴女士\",\"imId\":\"0ce6f53a162e27c...   \n",
       "4   {\"recruiterName\":\"侯先生\",\"imId\":\"e2b135092ee70a2...   \n",
       "..                                                ...   \n",
       "35  {\"recruiterName\":\"俞女士\",\"jobId\":\"57403583\",\"use...   \n",
       "36  {\"recruiterName\":\"孙女士\",\"jobId\":\"45177357\",\"use...   \n",
       "37  {\"recruiterName\":\"陈女士\",\"jobId\":\"48554057\",\"use...   \n",
       "38  {\"recruiterName\":\"蔡先生\",\"jobId\":\"45263747\",\"use...   \n",
       "39  {\"recruiterName\":\"陆女士\",\"jobId\":\"43309883\",\"use...   \n",
       "\n",
       "                                             dataInfo     comp.compName  \\\n",
       "0   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...              京邦集团   \n",
       "1   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...        广州愚记贸易有限公司   \n",
       "2   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...  汇耀品尚能源科技(广州)有限公司   \n",
       "3   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...              仙婷集团   \n",
       "4   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...        文远知行WeRide   \n",
       "..                                                ...               ...   \n",
       "35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...    上海汉得信息技术股份有限公司   \n",
       "36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...        某国内大型快消品公司   \n",
       "37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...     广东环凯微生物科技有限公司   \n",
       "38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...         某广州IT服务公司   \n",
       "39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   某广州大型食品/饮料/酒水公司   \n",
       "\n",
       "   comp.compScale comp.compIndustry                    comp.compLogo  \\\n",
       "0        100-499人       电子/半导体/集成电路  6260c4f2d16c9b55d258a16501u.png   \n",
       "1          50-99人             批发/零售  62946d5979452e421251b7f707u.png   \n",
       "2        100-499人       电力/热力/燃气/水务  6340de1e5f464d5d08fe1c8708u.png   \n",
       "3          50-99人            贸易/进出口  6274ee6d04a5ff469b10880402u.png   \n",
       "4        100-499人              人工智能  60a497de907306298575785f03u.png   \n",
       "..            ...               ...                              ...   \n",
       "35       10000人以上               互联网  5ed700f4ec4db462f82e4ddf01u.png   \n",
       "36     2000-5000人                日化  60e2fe0bf3df194a3c48adb502u.png   \n",
       "37       100-499人                制药  5bfe8edd74719d35745a548603a.png   \n",
       "38       100-499人              IT服务  60e2fe0bf3df194a3c48adb502u.png   \n",
       "39    5000-10000人          食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png   \n",
       "\n",
       "    comp.compId                                 comp.link  \\\n",
       "0     9730786.0   https://www.liepin.com/company/9730786/   \n",
       "1     9720899.0   https://www.liepin.com/company/9720899/   \n",
       "2    13307101.0  https://www.liepin.com/company/13307101/   \n",
       "3     8112968.0   https://www.liepin.com/company/8112968/   \n",
       "4     9491766.0   https://www.liepin.com/company/9491766/   \n",
       "..          ...                                       ...   \n",
       "35    8361671.0   https://www.liepin.com/company/8361671/   \n",
       "36          NaN                                             \n",
       "37    7932064.0   https://www.liepin.com/company/7932064/   \n",
       "38          NaN                                             \n",
       "39          NaN                                             \n",
       "\n",
       "                                           job.labels  \\\n",
       "0                                       [供应链产品, 数据分析]   \n",
       "1                                  [产品开发, 产品规划, 产品运营]   \n",
       "2                 [云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]   \n",
       "3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       "4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...   \n",
       "..                                                ...   \n",
       "35  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...   \n",
       "36                                 [市场营销, 产品管理, 产品开发]   \n",
       "37                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]   \n",
       "38  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...   \n",
       "39                                                 []   \n",
       "\n",
       "                      job.title  ...  job.requireEduLevel  \\\n",
       "0                        产品经理助理  ...                   大专   \n",
       "1                        电商产品经理  ...                   大专   \n",
       "2                  产品经理（光伏智慧运维）  ...                 统招本科   \n",
       "3   产品经理（化妆品原料）/Product Manager  ...                   硕士   \n",
       "4                  自动驾驶产品经理（PM）  ...                 统招本科   \n",
       "..                          ...  ...                  ...   \n",
       "35       CRM实施顾问&项目经理PM(J12971)  ...                   本科   \n",
       "36             Product Manager   ...                本科及以上   \n",
       "37         微生物检测产品经理（制药或食品行业方向）  ...                   硕士   \n",
       "38                         产品经理  ...                 统招本科   \n",
       "39              Product Manager  ...                 统招本科   \n",
       "\n",
       "   job.requireWorkYears recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       "0                  1-3年                     杜先生                            \n",
       "1                  1-3年                     刘女士                     人事经理   \n",
       "2                 10年以上                     简先生                   人力资源经理   \n",
       "3                  3-5年                     吴女士            HR Specialist   \n",
       "4                  3-5年                     侯先生                     HRBP   \n",
       "..                  ...                     ...                      ...   \n",
       "35                 3-5年                     俞女士                       HR   \n",
       "36                 1-3年                     孙女士                     猎头顾问   \n",
       "37                 3-5年                     陈女士                            \n",
       "38                5-10年                     蔡先生                     猎头顾问   \n",
       "39                5-10年                     陆女士                     猎头顾问   \n",
       "\n",
       "   recruiter.chatted                    recruiter.imId recruiter.imUserType  \\\n",
       "0              False  5fdfb4259befbf07160bef405ccde8ba                    2   \n",
       "1              False  561ff6e28a2e9cb4aa6795a3148228ff                    2   \n",
       "2              False  a4eec1a320f628e2dc2616a5acb8537e                    2   \n",
       "3              False  0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       "4              False  e2b135092ee70a2ae950a599d250d4ad                    2   \n",
       "..               ...                               ...                  ...   \n",
       "35             False  927752d28c878e66e4cd5c055e1e05ce                    2   \n",
       "36             False  9cfdabc8878349689809d03804875792                    2   \n",
       "37             False  767685575712890413dd84912f51618a                    2   \n",
       "38             False  3a5b505a337c783db090656a5246961f                    2   \n",
       "39             False  50fe96bee43de82980764db4dc5d059d                    2   \n",
       "\n",
       "               recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       "0   c8d145acb0a3162c59941f318d428c38   5f8f986aea60860b75384fab08u.jpg   \n",
       "1   e478580dede58f33b410edb79f6d12d0   5f8f986779c7cc70efbf36c008u.jpg   \n",
       "2   5d06cc8392806c6f2a078796e1b49e8f   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "3   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "4   7da08eb2dc102f58400ecda04a611db0   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "..                               ...                               ...   \n",
       "35  77ca96ebd1c0d4c9b55b81912526b943   601baaab60c8320221e3c1d902u.png   \n",
       "36  47227c6fbfcd952686963be95b15422d  6321be3095ee1c04143439eb01u.jpeg   \n",
       "37  0f80a6460fa3a5f3c33c5fd0dac95307   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "38  8fc7562cc0d10f9479c452c56622eaa4   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       "39  7829c0aa95f568cada116b3e040ec67e   62fe2d4a95ee1c041432be7a05u.jpg   \n",
       "\n",
       "    comp.compStage  \n",
       "0              NaN  \n",
       "1              NaN  \n",
       "2               A轮  \n",
       "3              NaN  \n",
       "4               C轮  \n",
       "..             ...  \n",
       "35             已上市  \n",
       "36           融资未公开  \n",
       "37           融资未公开  \n",
       "38             NaN  \n",
       "39           融资未公开  \n",
       "\n",
       "[400 rows x 31 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "ea43a97d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[                                           dataParams  \\\n",
       " 0   {\"recruiterName\":\"杜先生\",\"imId\":\"5fdfb4259befbf0...   \n",
       " 1   {\"recruiterName\":\"刘女士\",\"imId\":\"561ff6e28a2e9cb...   \n",
       " 2   {\"recruiterName\":\"简先生\",\"imId\":\"a4eec1a320f628e...   \n",
       " 3   {\"recruiterName\":\"吴女士\",\"imId\":\"0ce6f53a162e27c...   \n",
       " 4   {\"recruiterName\":\"侯先生\",\"imId\":\"e2b135092ee70a2...   \n",
       " 5   {\"recruiterName\":\"侯先生\",\"imId\":\"e2b135092ee70a2...   \n",
       " 6   {\"recruiterName\":\"谌女士\",\"imId\":\"d874c5f87567784...   \n",
       " 7   {\"recruiterName\":\"樊女士\",\"imId\":\"c161b9ea744ffb2...   \n",
       " 8   {\"recruiterName\":\"翁女士\",\"imId\":\"8595d9ba8d1a1a2...   \n",
       " 9   {\"recruiterName\":\"陈女士\",\"imId\":\"180268114ec4799...   \n",
       " 10  {\"recruiterName\":\"吴女士\",\"imId\":\"0ce6f53a162e27c...   \n",
       " 11  {\"recruiterName\":\"陈女士\",\"imId\":\"14a8accf08a04a5...   \n",
       " 12  {\"recruiterName\":\"朱女士\",\"imId\":\"c55d8c37c299999...   \n",
       " 13  {\"recruiterName\":\"曾女士\",\"imId\":\"7908151abdbef12...   \n",
       " 14  {\"recruiterName\":\"刘先生\",\"imId\":\"5f6c20edff982c4...   \n",
       " 15  {\"recruiterName\":\"程先生\",\"imId\":\"6fa10ff6ea77d09...   \n",
       " 16  {\"recruiterName\":\"冯先生\",\"imId\":\"fadfc2ceb1f0029...   \n",
       " 17  {\"recruiterName\":\"陈女士\",\"imId\":\"985c18edc2b4008...   \n",
       " 18  {\"recruiterName\":\"周女士\",\"imId\":\"cafe4611fc9515e...   \n",
       " 19  {\"recruiterName\":\"徐女士\",\"imId\":\"7bcd6f67675b9b1...   \n",
       " 20  {\"recruiterName\":\"王女士\",\"imId\":\"24c1cab13ef9bc2...   \n",
       " 21  {\"recruiterName\":\"刘先生\",\"imId\":\"d4cc4bca17cae27...   \n",
       " 22  {\"recruiterName\":\"林先生\",\"imId\":\"d9615c119bb132b...   \n",
       " 23  {\"recruiterName\":\"黄女士\",\"imId\":\"ef271aa98fbd861...   \n",
       " 24  {\"recruiterName\":\"唐女士\",\"imId\":\"73f267275bfde46...   \n",
       " 25  {\"recruiterName\":\"宋女士\",\"imId\":\"37476b87b3e2336...   \n",
       " 26  {\"recruiterName\":\"邓先生\",\"imId\":\"6576d39ac3d6a46...   \n",
       " 27  {\"recruiterName\":\"Keli Tang\",\"imId\":\"edbe6a7c4...   \n",
       " 28  {\"recruiterName\":\"黎先生\",\"imId\":\"beff7093463e459...   \n",
       " 29  {\"recruiterName\":\"张先生\",\"imId\":\"bd0efb08acc7704...   \n",
       " 30  {\"recruiterName\":\"陈女士\",\"imId\":\"18f5af2ced812a4...   \n",
       " 31  {\"recruiterName\":\"陈先生\",\"imId\":\"feaaf399e43a569...   \n",
       " 32  {\"recruiterName\":\"林女士\",\"imId\":\"7b8081a6d08696b...   \n",
       " 33  {\"recruiterName\":\"杜先生\",\"imId\":\"0d2213fbc6520bd...   \n",
       " 34  {\"recruiterName\":\"赵女士\",\"imId\":\"8a0305395cddc17...   \n",
       " 35  {\"recruiterName\":\"俞女士\",\"imId\":\"927752d28c878e6...   \n",
       " 36  {\"recruiterName\":\"孙女士\",\"imId\":\"9cfdabc88783496...   \n",
       " 37  {\"recruiterName\":\"陈女士\",\"imId\":\"767685575712890...   \n",
       " 38  {\"recruiterName\":\"蔡先生\",\"imId\":\"3a5b505a337c783...   \n",
       " 39  {\"recruiterName\":\"陆女士\",\"imId\":\"50fe96bee43de82...   \n",
       " \n",
       "                                              dataInfo     comp.compName  \\\n",
       " 0   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...              京邦集团   \n",
       " 1   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...        广州愚记贸易有限公司   \n",
       " 2   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...  汇耀品尚能源科技(广州)有限公司   \n",
       " 3   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...              仙婷集团   \n",
       " 4   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...        文远知行WeRide   \n",
       " 5   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...        文远知行WeRide   \n",
       " 6   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...      某广州大型机械/设备公司   \n",
       " 7   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...    广州市新目标电子商务有限公司   \n",
       " 8   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...           西门子医疗系统   \n",
       " 9   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...             中数通信息   \n",
       " 10  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...              仙婷集团   \n",
       " 11  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...             某知名公司   \n",
       " 12  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...        某广州贸易进出口公司   \n",
       " 13  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   某国内大型食品/饮料/日化公司   \n",
       " 14  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...            阳普医疗股份   \n",
       " 15  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...        文远知行WeRide   \n",
       " 16  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...          广州宝洁有限公司   \n",
       " 17  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...       某上海大型医疗器械公司   \n",
       " 18  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...             广州众有米   \n",
       " 19  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...              3M中国   \n",
       " 20  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...               丹纳赫   \n",
       " 21  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...              康方生物   \n",
       " 22  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   某广州大型食品/饮料/酒水公司   \n",
       " 23  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...      索恩照明(广州)有限公司   \n",
       " 24  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...      某广州电气机械/器材公司   \n",
       " 25  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...         某国内大型日化公司   \n",
       " 26  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...          某广州互联网公司   \n",
       " 27  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...      即能科技(广州)有限公司   \n",
       " 28  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...              润建股份   \n",
       " 29  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...              汇丰软件   \n",
       " 30  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...     广东环凯微生物科技有限公司   \n",
       " 31  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...             斯凯奇中国   \n",
       " 32  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...             斯凯奇中国   \n",
       " 33  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...          广州宝洁有限公司   \n",
       " 34  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...         某广州IT服务公司   \n",
       " 35  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...    上海汉得信息技术股份有限公司   \n",
       " 36  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...        某国内大型快消品公司   \n",
       " 37  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...     广东环凯微生物科技有限公司   \n",
       " 38  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...         某广州IT服务公司   \n",
       " 39  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   某广州大型食品/饮料/酒水公司   \n",
       " \n",
       "    comp.compScale comp.compIndustry                    comp.compLogo  \\\n",
       " 0        100-499人       电子/半导体/集成电路  6260c4f2d16c9b55d258a16501u.png   \n",
       " 1          50-99人             批发/零售  62946d5979452e421251b7f707u.png   \n",
       " 2        100-499人       电力/热力/燃气/水务  6340de1e5f464d5d08fe1c8708u.png   \n",
       " 3          50-99人            贸易/进出口  6274ee6d04a5ff469b10880402u.png   \n",
       " 4        100-499人              人工智能  60a497de907306298575785f03u.png   \n",
       " 5        100-499人              人工智能  60a497de907306298575785f03u.png   \n",
       " 6        500-999人             机械/设备  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 7        100-499人              IT服务  61b07937d0458d53c627567e02u.jpg   \n",
       " 8     5000-10000人              医疗器械  5c0dfd9f570cb120f184080203u.jpg   \n",
       " 9      1000-2000人          运营商/增值服务  5bfea3d874719d2aa34c9d1703a.png   \n",
       " 10         50-99人            贸易/进出口  6274ee6d04a5ff469b10880402u.png   \n",
       " 11         50-99人            贸易/进出口  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 12         50-99人            贸易/进出口  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 13     2000-5000人          食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 14       500-999人              医疗器械  5bfe8ee374719d35745a559203a.png   \n",
       " 15       100-499人              人工智能  60a497de907306298575785f03u.png   \n",
       " 16       10000人以上                日化  54d1e9c6712e7147fd813b3801a.png   \n",
       " 17       10000人以上              医疗器械  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 18          1-49人                日化  61b07937d0458d53c627567e02u.jpg   \n",
       " 19       10000人以上                化工  5bfe910574719d35745abfa303a.png   \n",
       " 20    5000-10000人              医疗器械  5952237b7032381b6822192505a.jpg   \n",
       " 21     2000-5000人                制药  5bfe916674719d35745ad29703a.png   \n",
       " 22       10000人以上          食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 23       100-499人              仪器仪表  60b831ef7cc07936e59f518306u.png   \n",
       " 24          1-49人           电气机械/器材  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 25     2000-5000人                日化  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 26                              互联网  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 27          1-49人            专业技术服务  59dc78457832e11b880f044c05a.png   \n",
       " 28    5000-10000人              通信设备  5cc116c89fae687d43343d7308u.png   \n",
       " 29     2000-5000人             计算机软件  5bfe92c174719d9f609a7b9603a.png   \n",
       " 30       100-499人                制药  5bfe8edd74719d35745a548603a.png   \n",
       " 31     2000-5000人          服装/纺织/皮革  628c584cb244352e0e92248608u.png   \n",
       " 32     2000-5000人          服装/纺织/皮革  628c584cb244352e0e92248608u.png   \n",
       " 33       10000人以上                日化  54d1e9c6712e7147fd813b3801a.png   \n",
       " 34       100-499人              IT服务  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 35       10000人以上               互联网  5ed700f4ec4db462f82e4ddf01u.png   \n",
       " 36     2000-5000人                日化  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 37       100-499人                制药  5bfe8edd74719d35745a548603a.png   \n",
       " 38       100-499人              IT服务  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 39    5000-10000人          食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png   \n",
       " \n",
       "     comp.compId                                 comp.link  \\\n",
       " 0     9730786.0   https://www.liepin.com/company/9730786/   \n",
       " 1     9720899.0   https://www.liepin.com/company/9720899/   \n",
       " 2    13307101.0  https://www.liepin.com/company/13307101/   \n",
       " 3     8112968.0   https://www.liepin.com/company/8112968/   \n",
       " 4     9491766.0   https://www.liepin.com/company/9491766/   \n",
       " 5     9491766.0   https://www.liepin.com/company/9491766/   \n",
       " 6           NaN                                             \n",
       " 7    13315477.0  https://www.liepin.com/company/13315477/   \n",
       " 8     8916227.0   https://www.liepin.com/company/8916227/   \n",
       " 9     1103040.0   https://www.liepin.com/company/1103040/   \n",
       " 10    8112968.0   https://www.liepin.com/company/8112968/   \n",
       " 11          NaN                                             \n",
       " 12          NaN                                             \n",
       " 13          NaN                                             \n",
       " 14    7893643.0   https://www.liepin.com/company/7893643/   \n",
       " 15    9491766.0   https://www.liepin.com/company/9491766/   \n",
       " 16     873330.0    https://www.liepin.com/company/873330/   \n",
       " 17          NaN                                             \n",
       " 18   13507215.0  https://www.liepin.com/company/13507215/   \n",
       " 19    7864451.0   https://www.liepin.com/company/7864451/   \n",
       " 20    8506529.0   https://www.liepin.com/company/8506529/   \n",
       " 21    8275623.0   https://www.liepin.com/company/8275623/   \n",
       " 22          NaN                                             \n",
       " 23   12773635.0  https://www.liepin.com/company/12773635/   \n",
       " 24          NaN                                             \n",
       " 25          NaN                                             \n",
       " 26          NaN                                             \n",
       " 27    9283329.0   https://www.liepin.com/company/9283329/   \n",
       " 28    7863327.0   https://www.liepin.com/company/7863327/   \n",
       " 29    2664546.0   https://www.liepin.com/company/2664546/   \n",
       " 30    7932064.0   https://www.liepin.com/company/7932064/   \n",
       " 31   13032765.0  https://www.liepin.com/company/13032765/   \n",
       " 32   13032765.0  https://www.liepin.com/company/13032765/   \n",
       " 33     873330.0    https://www.liepin.com/company/873330/   \n",
       " 34          NaN                                             \n",
       " 35    8361671.0   https://www.liepin.com/company/8361671/   \n",
       " 36          NaN                                             \n",
       " 37    7932064.0   https://www.liepin.com/company/7932064/   \n",
       " 38          NaN                                             \n",
       " 39          NaN                                             \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                       [供应链产品, 数据分析]   \n",
       " 1                                  [产品开发, 产品规划, 产品运营]   \n",
       " 2                 [云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...   \n",
       " 5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...   \n",
       " 6   [商业产品, 策略产品, 定价/竞价产品, 制造业, 家电行业, 房地产行业, 产品规划, ...   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]   \n",
       " 8                                                  []   \n",
       " 9    [数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...   \n",
       " 11                                                 []   \n",
       " 12                                        [化妆品, to B]   \n",
       " 13                                           [web端产品]   \n",
       " 14                                                 []   \n",
       " 15  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...   \n",
       " 16                                  [to C, 电子商务, 消费品]   \n",
       " 17                                                 []   \n",
       " 18           [护肤品, 竞品分析, 新锐国货护肤, 市场定位, 直播/视频产品, 产品开发]   \n",
       " 19                                             [牙齿正畸]   \n",
       " 20                                                 []   \n",
       " 21                                             [泌尿外科]   \n",
       " 22                                             [to C]   \n",
       " 23                                                 []   \n",
       " 24                                                 []   \n",
       " 25                                   [化妆品, 消费品, 产品开发]   \n",
       " 26                                             [软件开发]   \n",
       " 27  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...   \n",
       " 28  [数据产品, 平台产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...   \n",
       " 29                                                 []   \n",
       " 30                                                 []   \n",
       " 31                                 [商品管理, 产品企划, 商品运营]   \n",
       " 32                                                 []   \n",
       " 33              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]   \n",
       " 34  [供应链产品, 风控产品, 工具产品, 安全产品, 平台产品, 电商产品, 中台产品, 政府...   \n",
       " 35  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...   \n",
       " 36                                 [市场营销, 产品管理, 产品开发]   \n",
       " 37                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]   \n",
       " 38  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...   \n",
       " 39                                                 []   \n",
       " \n",
       "                                        job.title  ...  job.requireEduLevel  \\\n",
       " 0                                         产品经理助理  ...                   大专   \n",
       " 1                                         电商产品经理  ...                   大专   \n",
       " 2                                   产品经理（光伏智慧运维）  ...                 统招本科   \n",
       " 3                    产品经理（化妆品原料）/Product Manager  ...                   硕士   \n",
       " 4                                   自动驾驶产品经理（PM）  ...                 统招本科   \n",
       " 5                                 自动驾驶工具产品经理（PM）  ...                 统招本科   \n",
       " 6                           产品经理/Product Manager  ...                 统招本科   \n",
       " 7                            产品经理Product Manager  ...                   本科   \n",
       " 8             Product Sales Manager MR 产品销售经理 广州  ...                   本科   \n",
       " 9                                    产品经理-电信信息化部  ...                 统招本科   \n",
       " 10                             助理产品经理（化妆品原料）/APM  ...                   本科   \n",
       " 11                                     化妆品原料产品经理  ...                 统招本科   \n",
       " 12                                          产品经理  ...                 统招本科   \n",
       " 13                         AI应用产品经理/港资企业正编/双休WLB  ...                 统招本科   \n",
       " 14                                    心血管产品线-总经理  ...                   硕士   \n",
       " 15                                  自动驾驶（硬件）产品经理  ...                   本科   \n",
       " 16                                      eWMS产品经理  ...                 统招本科   \n",
       " 17                                     产品销售经理-广州  ...                 学历不限   \n",
       " 18                                       护肤品产品经理  ...                   本科   \n",
       " 19                                  客户经理--齿科正畸产品  ...                 统招本科   \n",
       " 20                    Automation Product Manager  ...                   本科   \n",
       " 21                                        医药产品经理  ...                   硕士   \n",
       " 22                          eWMS Product Manager  ...                 学历不限   \n",
       " 23                                        助理产品经理  ...                 统招本科   \n",
       " 24                                        硬件产品经理  ...                本科及以上   \n",
       " 25  Assistant Product Manager / Product Manager   ...                本科及以上   \n",
       " 26                                          产品经理  ...                 统招本科   \n",
       " 27                                          产品经理  ...                   硕士   \n",
       " 28                                 产品经理（企业数字化转型）  ...                   本科   \n",
       " 29                                        数码产品经理  ...                   本科   \n",
       " 30                                  产品经理（工业消洗产品）  ...                   硕士   \n",
       " 31                         产品经理-产品企划（鞋类）(J13091)  ...                   本科   \n",
       " 32                             产品经理-产品企划(J13606)  ...                   本科   \n",
       " 33                          eWMS Product Manager  ...                 统招本科   \n",
       " 34                                          产品经理  ...                 统招本科   \n",
       " 35                        CRM实施顾问&项目经理PM(J12971)  ...                   本科   \n",
       " 36                              Product Manager   ...                本科及以上   \n",
       " 37                          微生物检测产品经理（制药或食品行业方向）  ...                   硕士   \n",
       " 38                                          产品经理  ...                 统招本科   \n",
       " 39                               Product Manager  ...                 统招本科   \n",
       " \n",
       "    job.requireWorkYears recruiter.recruiterName      recruiter.recruiterTitle  \\\n",
       " 0                  1-3年                     杜先生                                 \n",
       " 1                  1-3年                     刘女士                          人事经理   \n",
       " 2                 10年以上                     简先生                        人力资源经理   \n",
       " 3                  3-5年                     吴女士                 HR Specialist   \n",
       " 4                  3-5年                     侯先生                          HRBP   \n",
       " 5                  3-5年                     侯先生                          HRBP   \n",
       " 6                 5-10年                     谌女士                          猎头顾问   \n",
       " 7                  3-5年                     樊女士                           HRM   \n",
       " 8                 5-10年                     翁女士  Recruiter-Talent Acquisition   \n",
       " 9                  3-5年                     陈女士                                 \n",
       " 10                 3-5年                     吴女士                 HR Specialist   \n",
       " 11                 3-5年                     陈女士                          猎头顾问   \n",
       " 12                 3-5年                     朱女士                          猎头顾问   \n",
       " 13                5-10年                     曾女士                          猎头顾问   \n",
       " 14                5-10年                     刘先生                          招聘管理   \n",
       " 15                 经验不限                     程先生                          招聘专家   \n",
       " 16                 经验不限                     冯先生                     Recruiter   \n",
       " 17                 3-5年                     陈女士                          猎头顾问   \n",
       " 18                 3-5年                     周女士                            人事   \n",
       " 19                 1-3年                     徐女士            recruiting manager   \n",
       " 20                5-10年                     王女士                        人力资源专员   \n",
       " 21                 1-3年                     刘先生                    高级医学信息沟通专员   \n",
       " 22                 经验不限                     林先生                          猎头顾问   \n",
       " 23                5-10年                     黄女士                          招聘经理   \n",
       " 24                5-10年                     唐女士                          猎头顾问   \n",
       " 25                5-10年                     宋女士                          猎头顾问   \n",
       " 26                10年以上                     邓先生                          猎头顾问   \n",
       " 27                5-10年               Keli Tang                          HRBP   \n",
       " 28                 3-5年                     黎先生                          招聘主管   \n",
       " 29                 3-5年                     张先生                           112   \n",
       " 30                 3-5年                     陈女士                            HR   \n",
       " 31                 3-5年                     陈先生                                 \n",
       " 32                5-10年                     林女士                    人力资源业务合作伙伴   \n",
       " 33                5-10年                     杜先生                          招聘经理   \n",
       " 34                10年以上                     赵女士                          猎头顾问   \n",
       " 35                 3-5年                     俞女士                            HR   \n",
       " 36                 1-3年                     孙女士                          猎头顾问   \n",
       " 37                 3-5年                     陈女士                                 \n",
       " 38                5-10年                     蔡先生                          猎头顾问   \n",
       " 39                5-10年                     陆女士                          猎头顾问   \n",
       " \n",
       "    recruiter.chatted                    recruiter.imId recruiter.imUserType  \\\n",
       " 0              False  5fdfb4259befbf07160bef405ccde8ba                    2   \n",
       " 1              False  561ff6e28a2e9cb4aa6795a3148228ff                    2   \n",
       " 2              False  a4eec1a320f628e2dc2616a5acb8537e                    2   \n",
       " 3              False  0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 4              False  e2b135092ee70a2ae950a599d250d4ad                    2   \n",
       " 5              False  e2b135092ee70a2ae950a599d250d4ad                    2   \n",
       " 6              False  d874c5f87567784901ab80e4a8b96567                    2   \n",
       " 7              False  c161b9ea744ffb27d0e00b26797bdaff                    2   \n",
       " 8              False  8595d9ba8d1a1a2d801c17c79e240538                    2   \n",
       " 9              False  180268114ec479913eaad1f295204b5b                    2   \n",
       " 10             False  0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 11             False  14a8accf08a04a521806a0cca0964ad2                    2   \n",
       " 12             False  c55d8c37c29999932efebeb7f272cb14                    2   \n",
       " 13             False  7908151abdbef12e2efebeb7f272cb14                    2   \n",
       " 14             False  5f6c20edff982c499f71bc73f10cbe5b                    2   \n",
       " 15             False  6fa10ff6ea77d091528dabef14b76f2d                    2   \n",
       " 16             False  fadfc2ceb1f0029d4ad85438c465a917                    2   \n",
       " 17             False  985c18edc2b4008b04612e645251413c                    2   \n",
       " 18             False  cafe4611fc9515e7c93dddf05a795d5c                    2   \n",
       " 19             False  7bcd6f67675b9b1f6042c177f0a1d2b1                    2   \n",
       " 20             False  24c1cab13ef9bc2e801c17c79e240538                    2   \n",
       " 21             False  d4cc4bca17cae276aefc9b4a2bd8879c                    2   \n",
       " 22             False  d9615c119bb132bd55a0b6511a508218                    2   \n",
       " 23             False  ef271aa98fbd8615613a615479ad0f1e                    2   \n",
       " 24             False  73f267275bfde46ce68ea511f8a9efc5                    2   \n",
       " 25             False  37476b87b3e233679f90a7bcfdb96d0e                    2   \n",
       " 26             False  6576d39ac3d6a469337193710fe42056                    2   \n",
       " 27             False  edbe6a7c4ed9d6e5aaa70b13e477f173                    2   \n",
       " 28             False  beff7093463e459a613348042573671f                    2   \n",
       " 29             False  bd0efb08acc7704271de52c3bc0b6279                    2   \n",
       " 30             False  18f5af2ced812a43d6a9d1214a39013b                    2   \n",
       " 31             False  feaaf399e43a569d29323863fa1c0b93                    2   \n",
       " 32             False  7b8081a6d08696bafaf1d0d00bd33fc5                    2   \n",
       " 33             False  0d2213fbc6520bd4e4cd5c055e1e05ce                    2   \n",
       " 34             False  8a0305395cddc174dfb6df235db455f2                    2   \n",
       " 35             False  927752d28c878e66e4cd5c055e1e05ce                    2   \n",
       " 36             False  9cfdabc8878349689809d03804875792                    2   \n",
       " 37             False  767685575712890413dd84912f51618a                    2   \n",
       " 38             False  3a5b505a337c783db090656a5246961f                    2   \n",
       " 39             False  50fe96bee43de82980764db4dc5d059d                    2   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   c8d145acb0a3162c59941f318d428c38   5f8f986aea60860b75384fab08u.jpg   \n",
       " 1   e478580dede58f33b410edb79f6d12d0   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 2   5d06cc8392806c6f2a078796e1b49e8f   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 3   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 4   7da08eb2dc102f58400ecda04a611db0   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 5   7da08eb2dc102f58400ecda04a611db0   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 6   1ddf52f28236620a73d520f2e8bd293b   5cb81b959fae687d43164cca03u.jpg   \n",
       " 7   74207202b9a1882cbe061eb681f898fc   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 8   f08748e81b3b0757d734fc6b171fa589   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 9   871518775391643a04bdffecc9c81011   571885ea45ce00977366da9105a.jpg   \n",
       " 10  14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 11  9780c9933530029971f2c48a1f2fc365  6334ed78b3675f2b6ab1bc9801u.jpeg   \n",
       " 12  7660709be664be56c32a8aef2aff706d   62a6c09a08bee4201e5c618f05u.png   \n",
       " 13  ef813c13d17ddf72662825202deeb056   62c6abbf1551f613ff3fa49a08u.png   \n",
       " 14  8fc4003dfc916f929b36b77d06e3d22e   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 15  1147dd557533b4567e1472c76bc04ebd   63a46574fd38b10039f0b94b05u.png   \n",
       " 16  f7de5de3cbf7fd89b9bfda7f445931e2   63a9534728c57209b0f4aa0505u.png   \n",
       " 17  b61494f006ea807945c2c8b358b10fa1   5f8fa3bdea60860b75385c7e08u.png   \n",
       " 18  a80eba34f864ad297e81914aa7340a4e   643e492a7068273f730f4fe005u.png   \n",
       " 19  f51c1d2e9c63ee702eb20f824463cbc5   5d639dabd0718579c6ce8cec04u.jpg   \n",
       " 20  57a52ed73fed146b4c632be0178bfd3f   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 21  22ab2b1a88769c3259935c280d474240   5f8f986aea60860b75384fab08u.jpg   \n",
       " 22  ec2448066ad5cdf94f25083a3243b675   62f7aab56555120790d6013103u.png   \n",
       " 23  09129a3bc6f13614e4e32c50af3d5f75   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 24  1d96d00cfe919fa26a1adf5987777a35   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 25  375a1dfe17607510a0693c119d820cfb   6100c9081d756a75997a266703u.jpg   \n",
       " 26  4df980208f61abaa845b1031e141f2ce   62805e7707a1d17a9af2abd001u.jpg   \n",
       " 27  8d90c26ed477481c5bfe988e1b72f121   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 28  ed79e9abb562c2c2e3f3af8aab9ad0d7   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 29  80a35acbf6b5573c5c8cd7b9f6ba8101   5f8f986aea60860b75384fab08u.jpg   \n",
       " 30  7f371db882206fccd2bdf1809a52d3e6   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 31  3466dbf14ff3a1923d3d8a2c8cd5b370   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 32  308332da68f592edf82050c4b8bff969   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 33  cd24cb737616cf6b537f73a32e6c2ba3   5f8f986aea60860b75384fab08u.jpg   \n",
       " 34  a94c79b32e2ac4b0b0a633f2b1b00a0c   606ff339fd3cfa235c8a104e02u.png   \n",
       " 35  77ca96ebd1c0d4c9b55b81912526b943   601baaab60c8320221e3c1d902u.png   \n",
       " 36  47227c6fbfcd952686963be95b15422d  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 37  0f80a6460fa3a5f3c33c5fd0dac95307   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 38  8fc7562cc0d10f9479c452c56622eaa4   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       " 39  7829c0aa95f568cada116b3e040ec67e   62fe2d4a95ee1c041432be7a05u.jpg   \n",
       " \n",
       "     comp.compStage  \n",
       " 0              NaN  \n",
       " 1              NaN  \n",
       " 2               A轮  \n",
       " 3              NaN  \n",
       " 4               C轮  \n",
       " 5               C轮  \n",
       " 6            融资未公开  \n",
       " 7              NaN  \n",
       " 8              NaN  \n",
       " 9              NaN  \n",
       " 10             NaN  \n",
       " 11           融资未公开  \n",
       " 12           融资未公开  \n",
       " 13           融资未公开  \n",
       " 14          沪深A股上市  \n",
       " 15              C轮  \n",
       " 16             NaN  \n",
       " 17           融资未公开  \n",
       " 18             NaN  \n",
       " 19             NaN  \n",
       " 20             NaN  \n",
       " 21            港股上市  \n",
       " 22           融资未公开  \n",
       " 23             NaN  \n",
       " 24             NaN  \n",
       " 25           融资未公开  \n",
       " 26             NaN  \n",
       " 27             NaN  \n",
       " 28          沪深A股上市  \n",
       " 29              其他  \n",
       " 30           融资未公开  \n",
       " 31             NaN  \n",
       " 32             NaN  \n",
       " 33             NaN  \n",
       " 34             NaN  \n",
       " 35             已上市  \n",
       " 36           融资未公开  \n",
       " 37           融资未公开  \n",
       " 38             NaN  \n",
       " 39           融资未公开  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 1   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 2   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 3   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 4   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 5   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 6   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 7   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 8   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 9   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 10  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 11  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 12  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 13  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 14  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 15  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 16  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 17  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 18  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 19  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 20  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 21  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 22  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 23  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 24  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 25  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 26  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 27  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 28  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 29  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 30  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 31  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 32  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 33  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 34  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 35  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 36  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 37  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 38  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 39  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " \n",
       "                                            dataParams     comp.compName  \\\n",
       " 0   {\"jobId\":\"57816811\",\"userId\":\"c8d145acb0a3162c...              京邦集团   \n",
       " 1   {\"jobId\":\"57754271\",\"userId\":\"871518775391643a...             中数通信息   \n",
       " 2   {\"jobId\":\"57140163\",\"userId\":\"5d06cc8392806c6f...  汇耀品尚能源科技(广州)有限公司   \n",
       " 3   {\"jobId\":\"50965433\",\"userId\":\"14799e1bef289c70...              仙婷集团   \n",
       " 4   {\"jobId\":\"55703639\",\"userId\":\"7da08eb2dc102f58...        文远知行WeRide   \n",
       " 5   {\"jobId\":\"55703543\",\"userId\":\"7da08eb2dc102f58...        文远知行WeRide   \n",
       " 6   {\"jobId\":\"44053277\",\"userId\":\"1ddf52f28236620a...      某广州大型机械/设备公司   \n",
       " 7   {\"jobId\":\"57679297\",\"userId\":\"74207202b9a1882c...    广州市新目标电子商务有限公司   \n",
       " 8   {\"jobId\":\"56689685\",\"userId\":\"f08748e81b3b0757...           西门子医疗系统   \n",
       " 9   {\"jobId\":\"58002363\",\"userId\":\"e478580dede58f33...        广州愚记贸易有限公司   \n",
       " 10  {\"jobId\":\"57794503\",\"userId\":\"14799e1bef289c70...              仙婷集团   \n",
       " 11  {\"jobId\":\"45379571\",\"userId\":\"9780c99335300299...             某知名公司   \n",
       " 12  {\"jobId\":\"45380041\",\"userId\":\"7660709be664be56...        某广州贸易进出口公司   \n",
       " 13  {\"jobId\":\"44113675\",\"userId\":\"ef813c13d17ddf72...   某国内大型食品/饮料/日化公司   \n",
       " 14  {\"jobId\":\"56781907\",\"userId\":\"8fc4003dfc916f92...            阳普医疗股份   \n",
       " 15  {\"jobId\":\"57223711\",\"userId\":\"1147dd557533b456...        文远知行WeRide   \n",
       " 16  {\"jobId\":\"57001973\",\"userId\":\"f7de5de3cbf7fd89...          广州宝洁有限公司   \n",
       " 17  {\"jobId\":\"43492441\",\"userId\":\"b61494f006ea8079...       某上海大型医疗器械公司   \n",
       " 18  {\"jobId\":\"57889105\",\"userId\":\"a80eba34f864ad29...             广州众有米   \n",
       " 19  {\"jobId\":\"57784639\",\"userId\":\"f51c1d2e9c63ee70...              3M中国   \n",
       " 20  {\"jobId\":\"56876529\",\"userId\":\"57a52ed73fed146b...               丹纳赫   \n",
       " 21  {\"jobId\":\"57157157\",\"userId\":\"22ab2b1a88769c32...              康方生物   \n",
       " 22  {\"jobId\":\"44978805\",\"userId\":\"ec2448066ad5cdf9...   某广州大型食品/饮料/酒水公司   \n",
       " 23  {\"jobId\":\"48604689\",\"userId\":\"09129a3bc6f13614...      索恩照明(广州)有限公司   \n",
       " 24  {\"jobId\":\"45327891\",\"userId\":\"1d96d00cfe919fa2...      某广州电气机械/器材公司   \n",
       " 25  {\"jobId\":\"45187159\",\"userId\":\"375a1dfe17607510...         某国内大型日化公司   \n",
       " 26  {\"jobId\":\"44709427\",\"userId\":\"4df980208f61abaa...          某广州互联网公司   \n",
       " 27  {\"jobId\":\"30477665\",\"userId\":\"8d90c26ed477481c...      即能科技(广州)有限公司   \n",
       " 28  {\"jobId\":\"56295007\",\"userId\":\"ed79e9abb562c2c2...              润建股份   \n",
       " 29  {\"jobId\":\"43037645\",\"userId\":\"80a35acbf6b5573c...              汇丰软件   \n",
       " 30  {\"jobId\":\"35923437\",\"userId\":\"7f371db882206fcc...     广东环凯微生物科技有限公司   \n",
       " 31  {\"jobId\":\"50466807\",\"userId\":\"3466dbf14ff3a192...             斯凯奇中国   \n",
       " 32  {\"jobId\":\"55829685\",\"userId\":\"308332da68f592ed...             斯凯奇中国   \n",
       " 33  {\"jobId\":\"54145433\",\"userId\":\"cd24cb737616cf6b...          广州宝洁有限公司   \n",
       " 34  {\"jobId\":\"45253831\",\"userId\":\"a94c79b32e2ac4b0...         某广州IT服务公司   \n",
       " 35  {\"jobId\":\"57403583\",\"userId\":\"77ca96ebd1c0d4c9...    上海汉得信息技术股份有限公司   \n",
       " 36  {\"jobId\":\"45177357\",\"userId\":\"47227c6fbfcd9526...        某国内大型快消品公司   \n",
       " 37  {\"jobId\":\"48554057\",\"userId\":\"0f80a6460fa3a5f3...     广东环凯微生物科技有限公司   \n",
       " 38  {\"jobId\":\"45263747\",\"userId\":\"8fc7562cc0d10f94...         某广州IT服务公司   \n",
       " 39  {\"jobId\":\"43309883\",\"userId\":\"7829c0aa95f568ca...   某广州大型食品/饮料/酒水公司   \n",
       " \n",
       "    comp.compIndustry  comp.compId                    comp.compLogo  \\\n",
       " 0        电子/半导体/集成电路    9730786.0  6260c4f2d16c9b55d258a16501u.png   \n",
       " 1           运营商/增值服务    1103040.0  5bfea3d874719d2aa34c9d1703a.png   \n",
       " 2        电力/热力/燃气/水务   13307101.0  6340de1e5f464d5d08fe1c8708u.png   \n",
       " 3             贸易/进出口    8112968.0  6274ee6d04a5ff469b10880402u.png   \n",
       " 4               人工智能    9491766.0  60a497de907306298575785f03u.png   \n",
       " 5               人工智能    9491766.0  60a497de907306298575785f03u.png   \n",
       " 6              机械/设备          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 7               IT服务   13315477.0  61b07937d0458d53c627567e02u.jpg   \n",
       " 8               医疗器械    8916227.0  5c0dfd9f570cb120f184080203u.jpg   \n",
       " 9              批发/零售    9720899.0  62946d5979452e421251b7f707u.png   \n",
       " 10            贸易/进出口    8112968.0  6274ee6d04a5ff469b10880402u.png   \n",
       " 11            贸易/进出口          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 12            贸易/进出口          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 13          食品/饮料/酒水          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 14              医疗器械    7893643.0  5bfe8ee374719d35745a559203a.png   \n",
       " 15              人工智能    9491766.0  60a497de907306298575785f03u.png   \n",
       " 16                日化     873330.0  54d1e9c6712e7147fd813b3801a.png   \n",
       " 17              医疗器械          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 18                日化   13507215.0  61b07937d0458d53c627567e02u.jpg   \n",
       " 19                化工    7864451.0  5bfe910574719d35745abfa303a.png   \n",
       " 20              医疗器械    8506529.0  5952237b7032381b6822192505a.jpg   \n",
       " 21                制药    8275623.0  5bfe916674719d35745ad29703a.png   \n",
       " 22          食品/饮料/酒水          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 23              仪器仪表   12773635.0  60b831ef7cc07936e59f518306u.png   \n",
       " 24           电气机械/器材          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 25                日化          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 26               互联网          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 27            专业技术服务    9283329.0  59dc78457832e11b880f044c05a.png   \n",
       " 28              通信设备    7863327.0  5cc116c89fae687d43343d7308u.png   \n",
       " 29             计算机软件    2664546.0  5bfe92c174719d9f609a7b9603a.png   \n",
       " 30                制药    7932064.0  5bfe8edd74719d35745a548603a.png   \n",
       " 31          服装/纺织/皮革   13032765.0  628c584cb244352e0e92248608u.png   \n",
       " 32          服装/纺织/皮革   13032765.0  628c584cb244352e0e92248608u.png   \n",
       " 33                日化     873330.0  54d1e9c6712e7147fd813b3801a.png   \n",
       " 34              IT服务          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 35               互联网    8361671.0  5ed700f4ec4db462f82e4ddf01u.png   \n",
       " 36                日化          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 37                制药    7932064.0  5bfe8edd74719d35745a548603a.png   \n",
       " 38              IT服务          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 39          食品/饮料/酒水          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " \n",
       "    comp.compScale                                 comp.link  \\\n",
       " 0        100-499人   https://www.liepin.com/company/9730786/   \n",
       " 1      1000-2000人   https://www.liepin.com/company/1103040/   \n",
       " 2        100-499人  https://www.liepin.com/company/13307101/   \n",
       " 3          50-99人   https://www.liepin.com/company/8112968/   \n",
       " 4        100-499人   https://www.liepin.com/company/9491766/   \n",
       " 5        100-499人   https://www.liepin.com/company/9491766/   \n",
       " 6        500-999人                                             \n",
       " 7        100-499人  https://www.liepin.com/company/13315477/   \n",
       " 8     5000-10000人   https://www.liepin.com/company/8916227/   \n",
       " 9          50-99人   https://www.liepin.com/company/9720899/   \n",
       " 10         50-99人   https://www.liepin.com/company/8112968/   \n",
       " 11         50-99人                                             \n",
       " 12         50-99人                                             \n",
       " 13     2000-5000人                                             \n",
       " 14       500-999人   https://www.liepin.com/company/7893643/   \n",
       " 15       100-499人   https://www.liepin.com/company/9491766/   \n",
       " 16       10000人以上    https://www.liepin.com/company/873330/   \n",
       " 17       10000人以上                                             \n",
       " 18          1-49人  https://www.liepin.com/company/13507215/   \n",
       " 19       10000人以上   https://www.liepin.com/company/7864451/   \n",
       " 20    5000-10000人   https://www.liepin.com/company/8506529/   \n",
       " 21     2000-5000人   https://www.liepin.com/company/8275623/   \n",
       " 22       10000人以上                                             \n",
       " 23       100-499人  https://www.liepin.com/company/12773635/   \n",
       " 24          1-49人                                             \n",
       " 25     2000-5000人                                             \n",
       " 26                                                            \n",
       " 27          1-49人   https://www.liepin.com/company/9283329/   \n",
       " 28    5000-10000人   https://www.liepin.com/company/7863327/   \n",
       " 29     2000-5000人   https://www.liepin.com/company/2664546/   \n",
       " 30       100-499人   https://www.liepin.com/company/7932064/   \n",
       " 31     2000-5000人  https://www.liepin.com/company/13032765/   \n",
       " 32     2000-5000人  https://www.liepin.com/company/13032765/   \n",
       " 33       10000人以上    https://www.liepin.com/company/873330/   \n",
       " 34       100-499人                                             \n",
       " 35       10000人以上   https://www.liepin.com/company/8361671/   \n",
       " 36     2000-5000人                                             \n",
       " 37       100-499人   https://www.liepin.com/company/7932064/   \n",
       " 38       100-499人                                             \n",
       " 39    5000-10000人                                             \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                       [供应链产品, 数据分析]   \n",
       " 1    [数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]   \n",
       " 2                 [云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...   \n",
       " 5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...   \n",
       " 6   [商业产品, 策略产品, 定价/竞价产品, 制造业, 家电行业, 房地产行业, 产品规划, ...   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]   \n",
       " 8                                                  []   \n",
       " 9                                  [产品开发, 产品规划, 产品运营]   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...   \n",
       " 11                                                 []   \n",
       " 12                                        [化妆品, to B]   \n",
       " 13                                           [web端产品]   \n",
       " 14                                                 []   \n",
       " 15  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...   \n",
       " 16                                  [to C, 电子商务, 消费品]   \n",
       " 17                                                 []   \n",
       " 18           [护肤品, 竞品分析, 新锐国货护肤, 市场定位, 直播/视频产品, 产品开发]   \n",
       " 19                                             [牙齿正畸]   \n",
       " 20                                                 []   \n",
       " 21                                             [泌尿外科]   \n",
       " 22                                             [to C]   \n",
       " 23                                                 []   \n",
       " 24                                                 []   \n",
       " 25                                   [化妆品, 消费品, 产品开发]   \n",
       " 26                                             [软件开发]   \n",
       " 27  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...   \n",
       " 28  [数据产品, 平台产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...   \n",
       " 29                                                 []   \n",
       " 30                                                 []   \n",
       " 31                                 [商品管理, 产品企划, 商品运营]   \n",
       " 32                                                 []   \n",
       " 33              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]   \n",
       " 34  [供应链产品, 风控产品, 工具产品, 安全产品, 平台产品, 电商产品, 中台产品, 政府...   \n",
       " 35  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...   \n",
       " 36                                 [市场营销, 产品管理, 产品开发]   \n",
       " 37                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]   \n",
       " 38  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...   \n",
       " 39                                                 []   \n",
       " \n",
       "                                        job.title  ...  job.requireEduLevel  \\\n",
       " 0                                         产品经理助理  ...                   大专   \n",
       " 1                                    产品经理-电信信息化部  ...                 统招本科   \n",
       " 2                                   产品经理（光伏智慧运维）  ...                 统招本科   \n",
       " 3                    产品经理（化妆品原料）/Product Manager  ...                   硕士   \n",
       " 4                                   自动驾驶产品经理（PM）  ...                 统招本科   \n",
       " 5                                 自动驾驶工具产品经理（PM）  ...                 统招本科   \n",
       " 6                           产品经理/Product Manager  ...                 统招本科   \n",
       " 7                            产品经理Product Manager  ...                   本科   \n",
       " 8             Product Sales Manager MR 产品销售经理 广州  ...                   本科   \n",
       " 9                                         电商产品经理  ...                   大专   \n",
       " 10                             助理产品经理（化妆品原料）/APM  ...                   本科   \n",
       " 11                                     化妆品原料产品经理  ...                 统招本科   \n",
       " 12                                          产品经理  ...                 统招本科   \n",
       " 13                         AI应用产品经理/港资企业正编/双休WLB  ...                 统招本科   \n",
       " 14                                    心血管产品线-总经理  ...                   硕士   \n",
       " 15                                  自动驾驶（硬件）产品经理  ...                   本科   \n",
       " 16                                      eWMS产品经理  ...                 统招本科   \n",
       " 17                                     产品销售经理-广州  ...                 学历不限   \n",
       " 18                                       护肤品产品经理  ...                   本科   \n",
       " 19                                  客户经理--齿科正畸产品  ...                 统招本科   \n",
       " 20                    Automation Product Manager  ...                   本科   \n",
       " 21                                        医药产品经理  ...                   硕士   \n",
       " 22                          eWMS Product Manager  ...                 学历不限   \n",
       " 23                                        助理产品经理  ...                 统招本科   \n",
       " 24                                        硬件产品经理  ...                本科及以上   \n",
       " 25  Assistant Product Manager / Product Manager   ...                本科及以上   \n",
       " 26                                          产品经理  ...                 统招本科   \n",
       " 27                                          产品经理  ...                   硕士   \n",
       " 28                                 产品经理（企业数字化转型）  ...                   本科   \n",
       " 29                                        数码产品经理  ...                   本科   \n",
       " 30                                  产品经理（工业消洗产品）  ...                   硕士   \n",
       " 31                         产品经理-产品企划（鞋类）(J13091)  ...                   本科   \n",
       " 32                             产品经理-产品企划(J13606)  ...                   本科   \n",
       " 33                          eWMS Product Manager  ...                 统招本科   \n",
       " 34                                          产品经理  ...                 统招本科   \n",
       " 35                        CRM实施顾问&项目经理PM(J12971)  ...                   本科   \n",
       " 36                              Product Manager   ...                本科及以上   \n",
       " 37                          微生物检测产品经理（制药或食品行业方向）  ...                   硕士   \n",
       " 38                                          产品经理  ...                 统招本科   \n",
       " 39                               Product Manager  ...                 统招本科   \n",
       " \n",
       "    job.requireWorkYears             recruiter.recruiterId recruiter.chatted  \\\n",
       " 0                  1-3年  c8d145acb0a3162c59941f318d428c38             False   \n",
       " 1                  3-5年  871518775391643a04bdffecc9c81011             False   \n",
       " 2                 10年以上  5d06cc8392806c6f2a078796e1b49e8f             False   \n",
       " 3                  3-5年  14799e1bef289c70aa9b550257de7ea8             False   \n",
       " 4                  3-5年  7da08eb2dc102f58400ecda04a611db0             False   \n",
       " 5                  3-5年  7da08eb2dc102f58400ecda04a611db0             False   \n",
       " 6                 5-10年  1ddf52f28236620a73d520f2e8bd293b             False   \n",
       " 7                  3-5年  74207202b9a1882cbe061eb681f898fc             False   \n",
       " 8                 5-10年  f08748e81b3b0757d734fc6b171fa589             False   \n",
       " 9                  1-3年  e478580dede58f33b410edb79f6d12d0             False   \n",
       " 10                 3-5年  14799e1bef289c70aa9b550257de7ea8             False   \n",
       " 11                 3-5年  9780c9933530029971f2c48a1f2fc365             False   \n",
       " 12                 3-5年  7660709be664be56c32a8aef2aff706d             False   \n",
       " 13                5-10年  ef813c13d17ddf72662825202deeb056             False   \n",
       " 14                5-10年  8fc4003dfc916f929b36b77d06e3d22e             False   \n",
       " 15                 经验不限  1147dd557533b4567e1472c76bc04ebd             False   \n",
       " 16                 经验不限  f7de5de3cbf7fd89b9bfda7f445931e2             False   \n",
       " 17                 3-5年  b61494f006ea807945c2c8b358b10fa1             False   \n",
       " 18                 3-5年  a80eba34f864ad297e81914aa7340a4e             False   \n",
       " 19                 1-3年  f51c1d2e9c63ee702eb20f824463cbc5             False   \n",
       " 20                5-10年  57a52ed73fed146b4c632be0178bfd3f             False   \n",
       " 21                 1-3年  22ab2b1a88769c3259935c280d474240             False   \n",
       " 22                 经验不限  ec2448066ad5cdf94f25083a3243b675             False   \n",
       " 23                5-10年  09129a3bc6f13614e4e32c50af3d5f75             False   \n",
       " 24                5-10年  1d96d00cfe919fa26a1adf5987777a35             False   \n",
       " 25                5-10年  375a1dfe17607510a0693c119d820cfb             False   \n",
       " 26                10年以上  4df980208f61abaa845b1031e141f2ce             False   \n",
       " 27                5-10年  8d90c26ed477481c5bfe988e1b72f121             False   \n",
       " 28                 3-5年  ed79e9abb562c2c2e3f3af8aab9ad0d7             False   \n",
       " 29                 3-5年  80a35acbf6b5573c5c8cd7b9f6ba8101             False   \n",
       " 30                 3-5年  7f371db882206fccd2bdf1809a52d3e6             False   \n",
       " 31                 3-5年  3466dbf14ff3a1923d3d8a2c8cd5b370             False   \n",
       " 32                5-10年  308332da68f592edf82050c4b8bff969             False   \n",
       " 33                5-10年  cd24cb737616cf6b537f73a32e6c2ba3             False   \n",
       " 34                10年以上  a94c79b32e2ac4b0b0a633f2b1b00a0c             False   \n",
       " 35                 3-5年  77ca96ebd1c0d4c9b55b81912526b943             False   \n",
       " 36                 1-3年  47227c6fbfcd952686963be95b15422d             False   \n",
       " 37                 3-5年  0f80a6460fa3a5f3c33c5fd0dac95307             False   \n",
       " 38                5-10年  8fc7562cc0d10f9479c452c56622eaa4             False   \n",
       " 39                5-10年  7829c0aa95f568cada116b3e040ec67e             False   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   5fdfb4259befbf07160bef405ccde8ba                    2   \n",
       " 1   180268114ec479913eaad1f295204b5b                    2   \n",
       " 2   a4eec1a320f628e2dc2616a5acb8537e                    2   \n",
       " 3   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 4   e2b135092ee70a2ae950a599d250d4ad                    2   \n",
       " 5   e2b135092ee70a2ae950a599d250d4ad                    2   \n",
       " 6   d874c5f87567784901ab80e4a8b96567                    2   \n",
       " 7   c161b9ea744ffb27d0e00b26797bdaff                    2   \n",
       " 8   8595d9ba8d1a1a2d801c17c79e240538                    2   \n",
       " 9   561ff6e28a2e9cb4aa6795a3148228ff                    2   \n",
       " 10  0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 11  14a8accf08a04a521806a0cca0964ad2                    2   \n",
       " 12  c55d8c37c29999932efebeb7f272cb14                    2   \n",
       " 13  7908151abdbef12e2efebeb7f272cb14                    2   \n",
       " 14  5f6c20edff982c499f71bc73f10cbe5b                    2   \n",
       " 15  6fa10ff6ea77d091528dabef14b76f2d                    2   \n",
       " 16  fadfc2ceb1f0029d4ad85438c465a917                    2   \n",
       " 17  985c18edc2b4008b04612e645251413c                    2   \n",
       " 18  cafe4611fc9515e7c93dddf05a795d5c                    2   \n",
       " 19  7bcd6f67675b9b1f6042c177f0a1d2b1                    2   \n",
       " 20  24c1cab13ef9bc2e801c17c79e240538                    2   \n",
       " 21  d4cc4bca17cae276aefc9b4a2bd8879c                    2   \n",
       " 22  d9615c119bb132bd55a0b6511a508218                    2   \n",
       " 23  ef271aa98fbd8615613a615479ad0f1e                    2   \n",
       " 24  73f267275bfde46ce68ea511f8a9efc5                    2   \n",
       " 25  37476b87b3e233679f90a7bcfdb96d0e                    2   \n",
       " 26  6576d39ac3d6a469337193710fe42056                    2   \n",
       " 27  edbe6a7c4ed9d6e5aaa70b13e477f173                    2   \n",
       " 28  beff7093463e459a613348042573671f                    2   \n",
       " 29  bd0efb08acc7704271de52c3bc0b6279                    2   \n",
       " 30  18f5af2ced812a43d6a9d1214a39013b                    2   \n",
       " 31  feaaf399e43a569d29323863fa1c0b93                    2   \n",
       " 32  7b8081a6d08696bafaf1d0d00bd33fc5                    2   \n",
       " 33  0d2213fbc6520bd4e4cd5c055e1e05ce                    2   \n",
       " 34  8a0305395cddc174dfb6df235db455f2                    2   \n",
       " 35  927752d28c878e66e4cd5c055e1e05ce                    2   \n",
       " 36  9cfdabc8878349689809d03804875792                    2   \n",
       " 37  767685575712890413dd84912f51618a                    2   \n",
       " 38  3a5b505a337c783db090656a5246961f                    2   \n",
       " 39  50fe96bee43de82980764db4dc5d059d                    2   \n",
       " \n",
       "     recruiter.recruiterName      recruiter.recruiterTitle  \\\n",
       " 0                       杜先生                                 \n",
       " 1                       陈女士                                 \n",
       " 2                       简先生                        人力资源经理   \n",
       " 3                       吴女士                 HR Specialist   \n",
       " 4                       侯先生                          HRBP   \n",
       " 5                       侯先生                          HRBP   \n",
       " 6                       谌女士                          猎头顾问   \n",
       " 7                       樊女士                           HRM   \n",
       " 8                       翁女士  Recruiter-Talent Acquisition   \n",
       " 9                       刘女士                          人事经理   \n",
       " 10                      吴女士                 HR Specialist   \n",
       " 11                      陈女士                          猎头顾问   \n",
       " 12                      朱女士                          猎头顾问   \n",
       " 13                      曾女士                          猎头顾问   \n",
       " 14                      刘先生                          招聘管理   \n",
       " 15                      程先生                          招聘专家   \n",
       " 16                      冯先生                     Recruiter   \n",
       " 17                      陈女士                          猎头顾问   \n",
       " 18                      周女士                            人事   \n",
       " 19                      徐女士            recruiting manager   \n",
       " 20                      王女士                        人力资源专员   \n",
       " 21                      刘先生                    高级医学信息沟通专员   \n",
       " 22                      林先生                          猎头顾问   \n",
       " 23                      黄女士                          招聘经理   \n",
       " 24                      唐女士                          猎头顾问   \n",
       " 25                      宋女士                          猎头顾问   \n",
       " 26                      邓先生                          猎头顾问   \n",
       " 27                Keli Tang                          HRBP   \n",
       " 28                      黎先生                          招聘主管   \n",
       " 29                      张先生                           112   \n",
       " 30                      陈女士                            HR   \n",
       " 31                      陈先生                                 \n",
       " 32                      林女士                    人力资源业务合作伙伴   \n",
       " 33                      杜先生                          招聘经理   \n",
       " 34                      赵女士                          猎头顾问   \n",
       " 35                      俞女士                            HR   \n",
       " 36                      孙女士                          猎头顾问   \n",
       " 37                      陈女士                                 \n",
       " 38                      蔡先生                          猎头顾问   \n",
       " 39                      陆女士                          猎头顾问   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compStage  \n",
       " 0    5f8f986aea60860b75384fab08u.jpg            NaN  \n",
       " 1    571885ea45ce00977366da9105a.jpg            NaN  \n",
       " 2    5f8f986bdfb13a7dee342f2108u.jpg             A轮  \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 4    5f8f986bdfb13a7dee342f2108u.jpg             C轮  \n",
       " 5    5f8f986bdfb13a7dee342f2108u.jpg             C轮  \n",
       " 6    5cb81b959fae687d43164cca03u.jpg          融资未公开  \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg            NaN  \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 9    5f8f986779c7cc70efbf36c008u.jpg            NaN  \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 11  6334ed78b3675f2b6ab1bc9801u.jpeg          融资未公开  \n",
       " 12   62a6c09a08bee4201e5c618f05u.png          融资未公开  \n",
       " 13   62c6abbf1551f613ff3fa49a08u.png          融资未公开  \n",
       " 14   5f8f986bdfb13a7dee342f2108u.jpg         沪深A股上市  \n",
       " 15   63a46574fd38b10039f0b94b05u.png             C轮  \n",
       " 16   63a9534728c57209b0f4aa0505u.png            NaN  \n",
       " 17   5f8fa3bdea60860b75385c7e08u.png          融资未公开  \n",
       " 18   643e492a7068273f730f4fe005u.png            NaN  \n",
       " 19   5d639dabd0718579c6ce8cec04u.jpg            NaN  \n",
       " 20   5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 21   5f8f986aea60860b75384fab08u.jpg           港股上市  \n",
       " 22   62f7aab56555120790d6013103u.png          融资未公开  \n",
       " 23   5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 24   5f8fa3bddfb13a7dee343d7608u.png            NaN  \n",
       " 25   6100c9081d756a75997a266703u.jpg          融资未公开  \n",
       " 26   62805e7707a1d17a9af2abd001u.jpg            NaN  \n",
       " 27   5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 28   5f8f9868f6d1ab58476f24a008u.jpg         沪深A股上市  \n",
       " 29   5f8f986aea60860b75384fab08u.jpg             其他  \n",
       " 30   5f8f9863f6d1ab58476f246a08u.jpg          融资未公开  \n",
       " 31   5f8f9868f6d1ab58476f24a008u.jpg            NaN  \n",
       " 32   5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 33   5f8f986aea60860b75384fab08u.jpg            NaN  \n",
       " 34   606ff339fd3cfa235c8a104e02u.png            NaN  \n",
       " 35   601baaab60c8320221e3c1d902u.png            已上市  \n",
       " 36  6321be3095ee1c04143439eb01u.jpeg          融资未公开  \n",
       " 37   5f8f98648dbe6273dcf8515508u.jpg          融资未公开  \n",
       " 38   5f8fa3a78dbe6273dcf85e2608u.png            NaN  \n",
       " 39   62fe2d4a95ee1c041432be7a05u.jpg          融资未公开  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"杜先生\",\"imId\":\"5fdfb4259befbf0...   \n",
       " 1   {\"recruiterName\":\"刘女士\",\"imId\":\"561ff6e28a2e9cb...   \n",
       " 2   {\"recruiterName\":\"简先生\",\"imId\":\"a4eec1a320f628e...   \n",
       " 3   {\"recruiterName\":\"吴女士\",\"imId\":\"0ce6f53a162e27c...   \n",
       " 4   {\"recruiterName\":\"侯先生\",\"imId\":\"e2b135092ee70a2...   \n",
       " 5   {\"recruiterName\":\"侯先生\",\"imId\":\"e2b135092ee70a2...   \n",
       " 6   {\"recruiterName\":\"谌女士\",\"imId\":\"d874c5f87567784...   \n",
       " 7   {\"recruiterName\":\"樊女士\",\"imId\":\"c161b9ea744ffb2...   \n",
       " 8   {\"recruiterName\":\"翁女士\",\"imId\":\"8595d9ba8d1a1a2...   \n",
       " 9   {\"recruiterName\":\"陈女士\",\"imId\":\"180268114ec4799...   \n",
       " 10  {\"recruiterName\":\"吴女士\",\"imId\":\"0ce6f53a162e27c...   \n",
       " 11  {\"recruiterName\":\"陈女士\",\"imId\":\"14a8accf08a04a5...   \n",
       " 12  {\"recruiterName\":\"朱女士\",\"imId\":\"c55d8c37c299999...   \n",
       " 13  {\"recruiterName\":\"曾女士\",\"imId\":\"7908151abdbef12...   \n",
       " 14  {\"recruiterName\":\"刘先生\",\"imId\":\"5f6c20edff982c4...   \n",
       " 15  {\"recruiterName\":\"程先生\",\"imId\":\"6fa10ff6ea77d09...   \n",
       " 16  {\"recruiterName\":\"冯先生\",\"imId\":\"fadfc2ceb1f0029...   \n",
       " 17  {\"recruiterName\":\"陈女士\",\"imId\":\"985c18edc2b4008...   \n",
       " 18  {\"recruiterName\":\"周女士\",\"imId\":\"cafe4611fc9515e...   \n",
       " 19  {\"recruiterName\":\"徐女士\",\"imId\":\"7bcd6f67675b9b1...   \n",
       " 20  {\"recruiterName\":\"王女士\",\"imId\":\"24c1cab13ef9bc2...   \n",
       " 21  {\"recruiterName\":\"刘先生\",\"imId\":\"d4cc4bca17cae27...   \n",
       " 22  {\"recruiterName\":\"林先生\",\"imId\":\"d9615c119bb132b...   \n",
       " 23  {\"recruiterName\":\"黄女士\",\"imId\":\"ef271aa98fbd861...   \n",
       " 24  {\"recruiterName\":\"唐女士\",\"imId\":\"73f267275bfde46...   \n",
       " 25  {\"recruiterName\":\"宋女士\",\"imId\":\"37476b87b3e2336...   \n",
       " 26  {\"recruiterName\":\"邓先生\",\"imId\":\"6576d39ac3d6a46...   \n",
       " 27  {\"recruiterName\":\"Keli Tang\",\"imId\":\"edbe6a7c4...   \n",
       " 28  {\"recruiterName\":\"黎先生\",\"imId\":\"beff7093463e459...   \n",
       " 29  {\"recruiterName\":\"张先生\",\"imId\":\"bd0efb08acc7704...   \n",
       " 30  {\"recruiterName\":\"陈女士\",\"imId\":\"18f5af2ced812a4...   \n",
       " 31  {\"recruiterName\":\"陈先生\",\"imId\":\"feaaf399e43a569...   \n",
       " 32  {\"recruiterName\":\"林女士\",\"imId\":\"7b8081a6d08696b...   \n",
       " 33  {\"recruiterName\":\"杜先生\",\"imId\":\"0d2213fbc6520bd...   \n",
       " 34  {\"recruiterName\":\"赵女士\",\"imId\":\"8a0305395cddc17...   \n",
       " 35  {\"recruiterName\":\"俞女士\",\"imId\":\"927752d28c878e6...   \n",
       " 36  {\"recruiterName\":\"孙女士\",\"imId\":\"9cfdabc88783496...   \n",
       " 37  {\"recruiterName\":\"陈女士\",\"imId\":\"767685575712890...   \n",
       " 38  {\"recruiterName\":\"蔡先生\",\"imId\":\"3a5b505a337c783...   \n",
       " 39  {\"recruiterName\":\"陆女士\",\"imId\":\"50fe96bee43de82...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 1   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 2   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 3   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 4   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 5   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 6   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 7   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 8   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 9   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 10  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 11  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 12  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 13  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 14  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 15  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 16  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 17  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 18  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 19  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 20  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 21  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 22  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 23  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 24  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 25  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 26  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 27  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 28  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 29  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 30  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 31  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 32  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 33  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 34  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 35  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 36  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 37  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 38  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 39  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " \n",
       "                                            job.labels job.pcOuterLink  \\\n",
       " 0                                       [供应链产品, 数据分析]                   \n",
       " 1                                  [产品开发, 产品规划, 产品运营]                   \n",
       " 2                 [云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]                   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...                   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...                   \n",
       " 5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...                   \n",
       " 6   [商业产品, 策略产品, 定价/竞价产品, 制造业, 家电行业, 房地产行业, 产品规划, ...             NaN   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]                   \n",
       " 8                                                  []                   \n",
       " 9    [数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]                   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...                   \n",
       " 11                                                 []             NaN   \n",
       " 12                                        [化妆品, to B]             NaN   \n",
       " 13                                           [web端产品]             NaN   \n",
       " 14                                                 []                   \n",
       " 15  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...                   \n",
       " 16                                  [to C, 电子商务, 消费品]                   \n",
       " 17                                                 []             NaN   \n",
       " 18           [护肤品, 竞品分析, 新锐国货护肤, 市场定位, 直播/视频产品, 产品开发]                   \n",
       " 19                                             [牙齿正畸]                   \n",
       " 20                                                 []                   \n",
       " 21                                             [泌尿外科]                   \n",
       " 22                                             [to C]             NaN   \n",
       " 23                                                 []                   \n",
       " 24                                                 []             NaN   \n",
       " 25                                   [化妆品, 消费品, 产品开发]             NaN   \n",
       " 26                                             [软件开发]             NaN   \n",
       " 27  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...                   \n",
       " 28  [数据产品, 平台产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...                   \n",
       " 29                                                 []                   \n",
       " 30                                                 []                   \n",
       " 31                                 [商品管理, 产品企划, 商品运营]                   \n",
       " 32                                                 []                   \n",
       " 33              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]                   \n",
       " 34  [供应链产品, 风控产品, 工具产品, 安全产品, 平台产品, 电商产品, 中台产品, 政府...             NaN   \n",
       " 35  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...                   \n",
       " 36                                 [市场营销, 产品管理, 产品开发]             NaN   \n",
       " 37                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]                   \n",
       " 38  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...             NaN   \n",
       " 39                                                 []             NaN   \n",
       " \n",
       "    job.h5OuterLink                                     job.title  job.salary  \\\n",
       " 0                                                         产品经理助理    5-7k·13薪   \n",
       " 1                                                         电商产品经理  10-15k·13薪   \n",
       " 2                                                   产品经理（光伏智慧运维）  20-25k·13薪   \n",
       " 3                                    产品经理（化妆品原料）/Product Manager        薪资面议   \n",
       " 4                                                   自动驾驶产品经理（PM）      25-35k   \n",
       " 5                                                 自动驾驶工具产品经理（PM）      25-35k   \n",
       " 6              NaN                          产品经理/Product Manager      20-30k   \n",
       " 7                                            产品经理Product Manager      20-25k   \n",
       " 8                             Product Sales Manager MR 产品销售经理 广州        薪资面议   \n",
       " 9                                                    产品经理-电信信息化部   8-12k·13薪   \n",
       " 10                                             助理产品经理（化妆品原料）/APM        薪资面议   \n",
       " 11             NaN                                     化妆品原料产品经理  30-45k·14薪   \n",
       " 12             NaN                                          产品经理      25-29k   \n",
       " 13             NaN                         AI应用产品经理/港资企业正编/双休WLB  15-24k·13薪   \n",
       " 14                                                    心血管产品线-总经理  15-30k·16薪   \n",
       " 15                                                  自动驾驶（硬件）产品经理  25-50k·15薪   \n",
       " 16                                                      eWMS产品经理  20-40k·14薪   \n",
       " 17             NaN                                     产品销售经理-广州  20-40k·16薪   \n",
       " 18                                                       护肤品产品经理      20-30k   \n",
       " 19                                                  客户经理--齿科正畸产品  10-14k·14薪   \n",
       " 20                                    Automation Product Manager  20-40k·13薪   \n",
       " 21                                                        医药产品经理  25-30k·14薪   \n",
       " 22             NaN                          eWMS Product Manager  20-40k·15薪   \n",
       " 23                                                        助理产品经理  15-25k·13薪   \n",
       " 24             NaN                                        硬件产品经理  30-50k·14薪   \n",
       " 25             NaN  Assistant Product Manager / Product Manager   18-30k·13薪   \n",
       " 26             NaN                                          产品经理  25-35k·14薪   \n",
       " 27                                                          产品经理  18-40k·14薪   \n",
       " 28                                                 产品经理（企业数字化转型）       6-10k   \n",
       " 29                                                        数码产品经理        薪资面议   \n",
       " 30                                                  产品经理（工业消洗产品）      12-30k   \n",
       " 31                                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪   \n",
       " 32                                             产品经理-产品企划(J13606)      15-25k   \n",
       " 33                                          eWMS Product Manager        薪资面议   \n",
       " 34             NaN                                          产品经理      20-30k   \n",
       " 35                                        CRM实施顾问&项目经理PM(J12971)      11-22k   \n",
       " 36             NaN                              Product Manager       25-30k   \n",
       " 37                                          微生物检测产品经理（制药或食品行业方向）  15-20k·20薪   \n",
       " 38             NaN                                          产品经理      20-30k   \n",
       " 39             NaN                               Product Manager  30-40k·13薪   \n",
       " \n",
       "     job.dq  job.topJob job.jobKind  ... recruiter.chatted  \\\n",
       " 0   广州-番禺区        True           2  ...             False   \n",
       " 1   广州-越秀区        True           2  ...             False   \n",
       " 2   广州-黄埔区        True           2  ...             False   \n",
       " 3   广州-天河区       False           2  ...             False   \n",
       " 4   广州-海珠区       False           2  ...             False   \n",
       " 5   广州-海珠区       False           2  ...             False   \n",
       " 6       广州       False           1  ...             False   \n",
       " 7   广州-番禺区       False           2  ...             False   \n",
       " 8   广州-越秀区       False           2  ...             False   \n",
       " 9   广州-天河区       False           2  ...             False   \n",
       " 10  广州-天河区       False           2  ...             False   \n",
       " 11      广州       False           1  ...             False   \n",
       " 12  广州-天河区       False           1  ...             False   \n",
       " 13  广州-白云区       False           1  ...             False   \n",
       " 14  广州-黄埔区       False           2  ...             False   \n",
       " 15      广州       False           2  ...             False   \n",
       " 16  广州-天河区       False           2  ...             False   \n",
       " 17      广州       False           1  ...             False   \n",
       " 18  广州-白云区       False           2  ...             False   \n",
       " 19  广州-天河区       False           2  ...             False   \n",
       " 20  广州-天河区       False           2  ...             False   \n",
       " 21  广州-越秀区       False           2  ...             False   \n",
       " 22      广州       False           1  ...             False   \n",
       " 23  广州-黄埔区       False           2  ...             False   \n",
       " 24  广州-海珠区       False           1  ...             False   \n",
       " 25      广州       False           1  ...             False   \n",
       " 26      广州       False           1  ...             False   \n",
       " 27  广州-越秀区       False           2  ...             False   \n",
       " 28  广州-天河区       False           2  ...             False   \n",
       " 29      广州       False           2  ...             False   \n",
       " 30      广州       False           2  ...             False   \n",
       " 31  广州-天河区       False           2  ...             False   \n",
       " 32  广州-天河区       False           2  ...             False   \n",
       " 33  广州-天河区       False           2  ...             False   \n",
       " 34      广州       False           1  ...             False   \n",
       " 35  广州-番禺区       False           2  ...             False   \n",
       " 36      广州       False           1  ...             False   \n",
       " 37  广州-黄埔区       False           2  ...             False   \n",
       " 38      广州       False           1  ...             False   \n",
       " 39  广州-天河区       False           1  ...             False   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   c8d145acb0a3162c59941f318d428c38   5f8f986aea60860b75384fab08u.jpg   \n",
       " 1   e478580dede58f33b410edb79f6d12d0   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 2   5d06cc8392806c6f2a078796e1b49e8f   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 3   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 4   7da08eb2dc102f58400ecda04a611db0   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 5   7da08eb2dc102f58400ecda04a611db0   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 6   1ddf52f28236620a73d520f2e8bd293b   5cb81b959fae687d43164cca03u.jpg   \n",
       " 7   74207202b9a1882cbe061eb681f898fc   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 8   f08748e81b3b0757d734fc6b171fa589   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 9   871518775391643a04bdffecc9c81011   571885ea45ce00977366da9105a.jpg   \n",
       " 10  14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 11  9780c9933530029971f2c48a1f2fc365  6334ed78b3675f2b6ab1bc9801u.jpeg   \n",
       " 12  7660709be664be56c32a8aef2aff706d   62a6c09a08bee4201e5c618f05u.png   \n",
       " 13  ef813c13d17ddf72662825202deeb056   62c6abbf1551f613ff3fa49a08u.png   \n",
       " 14  8fc4003dfc916f929b36b77d06e3d22e   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 15  1147dd557533b4567e1472c76bc04ebd   63a46574fd38b10039f0b94b05u.png   \n",
       " 16  f7de5de3cbf7fd89b9bfda7f445931e2   63a9534728c57209b0f4aa0505u.png   \n",
       " 17  b61494f006ea807945c2c8b358b10fa1   5f8fa3bdea60860b75385c7e08u.png   \n",
       " 18  a80eba34f864ad297e81914aa7340a4e   643e492a7068273f730f4fe005u.png   \n",
       " 19  f51c1d2e9c63ee702eb20f824463cbc5   5d639dabd0718579c6ce8cec04u.jpg   \n",
       " 20  57a52ed73fed146b4c632be0178bfd3f   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 21  22ab2b1a88769c3259935c280d474240   5f8f986aea60860b75384fab08u.jpg   \n",
       " 22  ec2448066ad5cdf94f25083a3243b675   62f7aab56555120790d6013103u.png   \n",
       " 23  09129a3bc6f13614e4e32c50af3d5f75   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 24  1d96d00cfe919fa26a1adf5987777a35   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 25  375a1dfe17607510a0693c119d820cfb   6100c9081d756a75997a266703u.jpg   \n",
       " 26  4df980208f61abaa845b1031e141f2ce   62805e7707a1d17a9af2abd001u.jpg   \n",
       " 27  8d90c26ed477481c5bfe988e1b72f121   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 28  ed79e9abb562c2c2e3f3af8aab9ad0d7   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 29  80a35acbf6b5573c5c8cd7b9f6ba8101   5f8f986aea60860b75384fab08u.jpg   \n",
       " 30  7f371db882206fccd2bdf1809a52d3e6   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 31  3466dbf14ff3a1923d3d8a2c8cd5b370   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 32  308332da68f592edf82050c4b8bff969   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 33  cd24cb737616cf6b537f73a32e6c2ba3   5f8f986aea60860b75384fab08u.jpg   \n",
       " 34  a94c79b32e2ac4b0b0a633f2b1b00a0c   606ff339fd3cfa235c8a104e02u.png   \n",
       " 35  77ca96ebd1c0d4c9b55b81912526b943   601baaab60c8320221e3c1d902u.png   \n",
       " 36  47227c6fbfcd952686963be95b15422d  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 37  0f80a6460fa3a5f3c33c5fd0dac95307   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 38  8fc7562cc0d10f9479c452c56622eaa4   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       " 39  7829c0aa95f568cada116b3e040ec67e   62fe2d4a95ee1c041432be7a05u.jpg   \n",
       " \n",
       "    comp.compIndustry                    comp.compLogo     comp.compName  \\\n",
       " 0        电子/半导体/集成电路  6260c4f2d16c9b55d258a16501u.png              京邦集团   \n",
       " 1              批发/零售  62946d5979452e421251b7f707u.png        广州愚记贸易有限公司   \n",
       " 2        电力/热力/燃气/水务  6340de1e5f464d5d08fe1c8708u.png  汇耀品尚能源科技(广州)有限公司   \n",
       " 3             贸易/进出口  6274ee6d04a5ff469b10880402u.png              仙婷集团   \n",
       " 4               人工智能  60a497de907306298575785f03u.png        文远知行WeRide   \n",
       " 5               人工智能  60a497de907306298575785f03u.png        文远知行WeRide   \n",
       " 6              机械/设备  60e2fe0bf3df194a3c48adb502u.png      某广州大型机械/设备公司   \n",
       " 7               IT服务  61b07937d0458d53c627567e02u.jpg    广州市新目标电子商务有限公司   \n",
       " 8               医疗器械  5c0dfd9f570cb120f184080203u.jpg           西门子医疗系统   \n",
       " 9           运营商/增值服务  5bfea3d874719d2aa34c9d1703a.png             中数通信息   \n",
       " 10            贸易/进出口  6274ee6d04a5ff469b10880402u.png              仙婷集团   \n",
       " 11            贸易/进出口  60e2fe0bf3df194a3c48adb502u.png             某知名公司   \n",
       " 12            贸易/进出口  60e2fe0bf3df194a3c48adb502u.png        某广州贸易进出口公司   \n",
       " 13          食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/日化公司   \n",
       " 14              医疗器械  5bfe8ee374719d35745a559203a.png            阳普医疗股份   \n",
       " 15              人工智能  60a497de907306298575785f03u.png        文远知行WeRide   \n",
       " 16                日化  54d1e9c6712e7147fd813b3801a.png          广州宝洁有限公司   \n",
       " 17              医疗器械  60e2fe0bf3df194a3c48adb502u.png       某上海大型医疗器械公司   \n",
       " 18                日化  61b07937d0458d53c627567e02u.jpg             广州众有米   \n",
       " 19                化工  5bfe910574719d35745abfa303a.png              3M中国   \n",
       " 20              医疗器械  5952237b7032381b6822192505a.jpg               丹纳赫   \n",
       " 21                制药  5bfe916674719d35745ad29703a.png              康方生物   \n",
       " 22          食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png   某广州大型食品/饮料/酒水公司   \n",
       " 23              仪器仪表  60b831ef7cc07936e59f518306u.png      索恩照明(广州)有限公司   \n",
       " 24           电气机械/器材  60e2fe0bf3df194a3c48adb502u.png      某广州电气机械/器材公司   \n",
       " 25                日化  60e2fe0bf3df194a3c48adb502u.png         某国内大型日化公司   \n",
       " 26               互联网  60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司   \n",
       " 27            专业技术服务  59dc78457832e11b880f044c05a.png      即能科技(广州)有限公司   \n",
       " 28              通信设备  5cc116c89fae687d43343d7308u.png              润建股份   \n",
       " 29             计算机软件  5bfe92c174719d9f609a7b9603a.png              汇丰软件   \n",
       " 30                制药  5bfe8edd74719d35745a548603a.png     广东环凯微生物科技有限公司   \n",
       " 31          服装/纺织/皮革  628c584cb244352e0e92248608u.png             斯凯奇中国   \n",
       " 32          服装/纺织/皮革  628c584cb244352e0e92248608u.png             斯凯奇中国   \n",
       " 33                日化  54d1e9c6712e7147fd813b3801a.png          广州宝洁有限公司   \n",
       " 34              IT服务  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 35               互联网  5ed700f4ec4db462f82e4ddf01u.png    上海汉得信息技术股份有限公司   \n",
       " 36                日化  60e2fe0bf3df194a3c48adb502u.png        某国内大型快消品公司   \n",
       " 37                制药  5bfe8edd74719d35745a548603a.png     广东环凯微生物科技有限公司   \n",
       " 38              IT服务  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 39          食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png   某广州大型食品/饮料/酒水公司   \n",
       " \n",
       "    comp.compId comp.compScale                                 comp.link  \\\n",
       " 0    9730786.0       100-499人   https://www.liepin.com/company/9730786/   \n",
       " 1    9720899.0         50-99人   https://www.liepin.com/company/9720899/   \n",
       " 2   13307101.0       100-499人  https://www.liepin.com/company/13307101/   \n",
       " 3    8112968.0         50-99人   https://www.liepin.com/company/8112968/   \n",
       " 4    9491766.0       100-499人   https://www.liepin.com/company/9491766/   \n",
       " 5    9491766.0       100-499人   https://www.liepin.com/company/9491766/   \n",
       " 6          NaN       500-999人                                             \n",
       " 7   13315477.0       100-499人  https://www.liepin.com/company/13315477/   \n",
       " 8    8916227.0    5000-10000人   https://www.liepin.com/company/8916227/   \n",
       " 9    1103040.0     1000-2000人   https://www.liepin.com/company/1103040/   \n",
       " 10   8112968.0         50-99人   https://www.liepin.com/company/8112968/   \n",
       " 11         NaN         50-99人                                             \n",
       " 12         NaN         50-99人                                             \n",
       " 13         NaN     2000-5000人                                             \n",
       " 14   7893643.0       500-999人   https://www.liepin.com/company/7893643/   \n",
       " 15   9491766.0       100-499人   https://www.liepin.com/company/9491766/   \n",
       " 16    873330.0       10000人以上    https://www.liepin.com/company/873330/   \n",
       " 17         NaN       10000人以上                                             \n",
       " 18  13507215.0          1-49人  https://www.liepin.com/company/13507215/   \n",
       " 19   7864451.0       10000人以上   https://www.liepin.com/company/7864451/   \n",
       " 20   8506529.0    5000-10000人   https://www.liepin.com/company/8506529/   \n",
       " 21   8275623.0     2000-5000人   https://www.liepin.com/company/8275623/   \n",
       " 22         NaN       10000人以上                                             \n",
       " 23  12773635.0       100-499人  https://www.liepin.com/company/12773635/   \n",
       " 24         NaN          1-49人                                             \n",
       " 25         NaN     2000-5000人                                             \n",
       " 26         NaN                                                            \n",
       " 27   9283329.0          1-49人   https://www.liepin.com/company/9283329/   \n",
       " 28   7863327.0    5000-10000人   https://www.liepin.com/company/7863327/   \n",
       " 29   2664546.0     2000-5000人   https://www.liepin.com/company/2664546/   \n",
       " 30   7932064.0       100-499人   https://www.liepin.com/company/7932064/   \n",
       " 31  13032765.0     2000-5000人  https://www.liepin.com/company/13032765/   \n",
       " 32  13032765.0     2000-5000人  https://www.liepin.com/company/13032765/   \n",
       " 33    873330.0       10000人以上    https://www.liepin.com/company/873330/   \n",
       " 34         NaN       100-499人                                             \n",
       " 35   8361671.0       10000人以上   https://www.liepin.com/company/8361671/   \n",
       " 36         NaN     2000-5000人                                             \n",
       " 37   7932064.0       100-499人   https://www.liepin.com/company/7932064/   \n",
       " 38         NaN       100-499人                                             \n",
       " 39         NaN    5000-10000人                                             \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1             NaN  \n",
       " 2              A轮  \n",
       " 3             NaN  \n",
       " 4              C轮  \n",
       " 5              C轮  \n",
       " 6           融资未公开  \n",
       " 7             NaN  \n",
       " 8             NaN  \n",
       " 9             NaN  \n",
       " 10            NaN  \n",
       " 11          融资未公开  \n",
       " 12          融资未公开  \n",
       " 13          融资未公开  \n",
       " 14         沪深A股上市  \n",
       " 15             C轮  \n",
       " 16            NaN  \n",
       " 17          融资未公开  \n",
       " 18            NaN  \n",
       " 19            NaN  \n",
       " 20            NaN  \n",
       " 21           港股上市  \n",
       " 22          融资未公开  \n",
       " 23            NaN  \n",
       " 24            NaN  \n",
       " 25          融资未公开  \n",
       " 26            NaN  \n",
       " 27            NaN  \n",
       " 28         沪深A股上市  \n",
       " 29             其他  \n",
       " 30          融资未公开  \n",
       " 31            NaN  \n",
       " 32            NaN  \n",
       " 33            NaN  \n",
       " 34            NaN  \n",
       " 35            已上市  \n",
       " 36          融资未公开  \n",
       " 37          融资未公开  \n",
       " 38            NaN  \n",
       " 39          融资未公开  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"57816811\",\"userId\":\"c8d145acb0a3162c...   \n",
       " 1   {\"jobId\":\"57754271\",\"userId\":\"871518775391643a...   \n",
       " 2   {\"jobId\":\"57140163\",\"userId\":\"5d06cc8392806c6f...   \n",
       " 3   {\"jobId\":\"50965433\",\"userId\":\"14799e1bef289c70...   \n",
       " 4   {\"jobId\":\"55703639\",\"userId\":\"7da08eb2dc102f58...   \n",
       " 5   {\"jobId\":\"55703543\",\"userId\":\"7da08eb2dc102f58...   \n",
       " 6   {\"jobId\":\"44053277\",\"userId\":\"1ddf52f28236620a...   \n",
       " 7   {\"jobId\":\"57679297\",\"userId\":\"74207202b9a1882c...   \n",
       " 8   {\"jobId\":\"56689685\",\"userId\":\"f08748e81b3b0757...   \n",
       " 9   {\"jobId\":\"58002363\",\"userId\":\"e478580dede58f33...   \n",
       " 10  {\"jobId\":\"57794503\",\"userId\":\"14799e1bef289c70...   \n",
       " 11  {\"jobId\":\"45379571\",\"userId\":\"9780c99335300299...   \n",
       " 12  {\"jobId\":\"45380041\",\"userId\":\"7660709be664be56...   \n",
       " 13  {\"jobId\":\"44113675\",\"userId\":\"ef813c13d17ddf72...   \n",
       " 14  {\"jobId\":\"56781907\",\"userId\":\"8fc4003dfc916f92...   \n",
       " 15  {\"jobId\":\"57223711\",\"userId\":\"1147dd557533b456...   \n",
       " 16  {\"jobId\":\"57001973\",\"userId\":\"f7de5de3cbf7fd89...   \n",
       " 17  {\"jobId\":\"43492441\",\"userId\":\"b61494f006ea8079...   \n",
       " 18  {\"jobId\":\"57889105\",\"userId\":\"a80eba34f864ad29...   \n",
       " 19  {\"jobId\":\"57784639\",\"userId\":\"f51c1d2e9c63ee70...   \n",
       " 20  {\"jobId\":\"56876529\",\"userId\":\"57a52ed73fed146b...   \n",
       " 21  {\"jobId\":\"57157157\",\"userId\":\"22ab2b1a88769c32...   \n",
       " 22  {\"jobId\":\"44978805\",\"userId\":\"ec2448066ad5cdf9...   \n",
       " 23  {\"jobId\":\"48604689\",\"userId\":\"09129a3bc6f13614...   \n",
       " 24  {\"jobId\":\"45327891\",\"userId\":\"1d96d00cfe919fa2...   \n",
       " 25  {\"jobId\":\"45187159\",\"userId\":\"375a1dfe17607510...   \n",
       " 26  {\"jobId\":\"44709427\",\"userId\":\"4df980208f61abaa...   \n",
       " 27  {\"jobId\":\"30477665\",\"userId\":\"8d90c26ed477481c...   \n",
       " 28  {\"jobId\":\"56295007\",\"userId\":\"ed79e9abb562c2c2...   \n",
       " 29  {\"jobId\":\"43037645\",\"userId\":\"80a35acbf6b5573c...   \n",
       " 30  {\"jobId\":\"35923437\",\"userId\":\"7f371db882206fcc...   \n",
       " 31  {\"jobId\":\"50466807\",\"userId\":\"3466dbf14ff3a192...   \n",
       " 32  {\"jobId\":\"55829685\",\"userId\":\"308332da68f592ed...   \n",
       " 33  {\"jobId\":\"54145433\",\"userId\":\"cd24cb737616cf6b...   \n",
       " 34  {\"jobId\":\"45253831\",\"userId\":\"a94c79b32e2ac4b0...   \n",
       " 35  {\"jobId\":\"57403583\",\"userId\":\"77ca96ebd1c0d4c9...   \n",
       " 36  {\"jobId\":\"45177357\",\"userId\":\"47227c6fbfcd9526...   \n",
       " 37  {\"jobId\":\"48554057\",\"userId\":\"0f80a6460fa3a5f3...   \n",
       " 38  {\"jobId\":\"45263747\",\"userId\":\"8fc7562cc0d10f94...   \n",
       " 39  {\"jobId\":\"43309883\",\"userId\":\"7829c0aa95f568ca...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2257816811%22%2C%22ckId%22%3...   \n",
       " 1   %7B%22jobId%22%3A%2257754271%22%2C%22ckId%22%3...   \n",
       " 2   %7B%22jobId%22%3A%2257140163%22%2C%22ckId%22%3...   \n",
       " 3   %7B%22jobId%22%3A%2250965433%22%2C%22ckId%22%3...   \n",
       " 4   %7B%22jobId%22%3A%2255703639%22%2C%22ckId%22%3...   \n",
       " 5   %7B%22jobId%22%3A%2255703543%22%2C%22ckId%22%3...   \n",
       " 6   %7B%22jobId%22%3A%2244053277%22%2C%22ckId%22%3...   \n",
       " 7   %7B%22jobId%22%3A%2257679297%22%2C%22ckId%22%3...   \n",
       " 8   %7B%22jobId%22%3A%2256689685%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2258002363%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2257794503%22%2C%22ckId%22%3...   \n",
       " 11  %7B%22jobId%22%3A%2245379571%22%2C%22ckId%22%3...   \n",
       " 12  %7B%22jobId%22%3A%2245380041%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2244113675%22%2C%22ckId%22%3...   \n",
       " 14  %7B%22jobId%22%3A%2256781907%22%2C%22ckId%22%3...   \n",
       " 15  %7B%22jobId%22%3A%2257223711%22%2C%22ckId%22%3...   \n",
       " 16  %7B%22jobId%22%3A%2257001973%22%2C%22ckId%22%3...   \n",
       " 17  %7B%22jobId%22%3A%2243492441%22%2C%22ckId%22%3...   \n",
       " 18  %7B%22jobId%22%3A%2257889105%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2257784639%22%2C%22ckId%22%3...   \n",
       " 20  %7B%22jobId%22%3A%2256876529%22%2C%22ckId%22%3...   \n",
       " 21  %7B%22jobId%22%3A%2257157157%22%2C%22ckId%22%3...   \n",
       " 22  %7B%22jobId%22%3A%2244978805%22%2C%22ckId%22%3...   \n",
       " 23  %7B%22jobId%22%3A%2248604689%22%2C%22ckId%22%3...   \n",
       " 24  %7B%22jobId%22%3A%2245327891%22%2C%22ckId%22%3...   \n",
       " 25  %7B%22jobId%22%3A%2245187159%22%2C%22ckId%22%3...   \n",
       " 26  %7B%22jobId%22%3A%2244709427%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2230477665%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2256295007%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2243037645%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2235923437%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2250466807%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2255829685%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2254145433%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2245253831%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2257403583%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2245177357%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2248554057%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2245263747%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2243309883%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0                                       [供应链产品, 数据分析]  57816811   \n",
       " 1    [数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]  57754271   \n",
       " 2                 [云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]  57140163   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  50965433   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...  55703639   \n",
       " 5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...  55703543   \n",
       " 6   [商业产品, 策略产品, 定价/竞价产品, 制造业, 家电行业, 房地产行业, 产品规划, ...  44053277   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]  57679297   \n",
       " 8                                                  []  56689685   \n",
       " 9                                  [产品开发, 产品规划, 产品运营]  58002363   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  57794503   \n",
       " 11                                                 []  45379571   \n",
       " 12                                        [化妆品, to B]  45380041   \n",
       " 13                                           [web端产品]  44113675   \n",
       " 14                                                 []  56781907   \n",
       " 15  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...  57223711   \n",
       " 16                                  [to C, 电子商务, 消费品]  57001973   \n",
       " 17                                                 []  43492441   \n",
       " 18           [护肤品, 竞品分析, 新锐国货护肤, 市场定位, 直播/视频产品, 产品开发]  57889105   \n",
       " 19                                             [牙齿正畸]  57784639   \n",
       " 20                                                 []  56876529   \n",
       " 21                                             [泌尿外科]  57157157   \n",
       " 22                                             [to C]  44978805   \n",
       " 23                                                 []  48604689   \n",
       " 24                                                 []  45327891   \n",
       " 25                                   [化妆品, 消费品, 产品开发]  45187159   \n",
       " 26                                             [软件开发]  44709427   \n",
       " 27  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  30477665   \n",
       " 28  [数据产品, 平台产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...  56295007   \n",
       " 29                                                 []  43037645   \n",
       " 30                                                 []  35923437   \n",
       " 31                                 [商品管理, 产品企划, 商品运营]  50466807   \n",
       " 32                                                 []  55829685   \n",
       " 33              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]  54145433   \n",
       " 34  [供应链产品, 风控产品, 工具产品, 安全产品, 平台产品, 电商产品, 中台产品, 政府...  45253831   \n",
       " 35  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...  57403583   \n",
       " 36                                 [市场营销, 产品管理, 产品开发]  45177357   \n",
       " 37                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]  48554057   \n",
       " 38  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...  45263747   \n",
       " 39                                                 []  43309883   \n",
       " \n",
       "                                        job.title  job.salary  job.dq  \\\n",
       " 0                                         产品经理助理    5-7k·13薪  广州-番禺区   \n",
       " 1                                    产品经理-电信信息化部   8-12k·13薪  广州-天河区   \n",
       " 2                                   产品经理（光伏智慧运维）  20-25k·13薪  广州-黄埔区   \n",
       " 3                    产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区   \n",
       " 4                                   自动驾驶产品经理（PM）      25-35k  广州-海珠区   \n",
       " 5                                 自动驾驶工具产品经理（PM）      25-35k  广州-海珠区   \n",
       " 6                           产品经理/Product Manager      20-30k      广州   \n",
       " 7                            产品经理Product Manager      20-25k  广州-番禺区   \n",
       " 8             Product Sales Manager MR 产品销售经理 广州        薪资面议  广州-越秀区   \n",
       " 9                                         电商产品经理  10-15k·13薪  广州-越秀区   \n",
       " 10                             助理产品经理（化妆品原料）/APM        薪资面议  广州-天河区   \n",
       " 11                                     化妆品原料产品经理  30-45k·14薪      广州   \n",
       " 12                                          产品经理      25-29k  广州-天河区   \n",
       " 13                         AI应用产品经理/港资企业正编/双休WLB  15-24k·13薪  广州-白云区   \n",
       " 14                                    心血管产品线-总经理  15-30k·16薪  广州-黄埔区   \n",
       " 15                                  自动驾驶（硬件）产品经理  25-50k·15薪      广州   \n",
       " 16                                      eWMS产品经理  20-40k·14薪  广州-天河区   \n",
       " 17                                     产品销售经理-广州  20-40k·16薪      广州   \n",
       " 18                                       护肤品产品经理      20-30k  广州-白云区   \n",
       " 19                                  客户经理--齿科正畸产品  10-14k·14薪  广州-天河区   \n",
       " 20                    Automation Product Manager  20-40k·13薪  广州-天河区   \n",
       " 21                                        医药产品经理  25-30k·14薪  广州-越秀区   \n",
       " 22                          eWMS Product Manager  20-40k·15薪      广州   \n",
       " 23                                        助理产品经理  15-25k·13薪  广州-黄埔区   \n",
       " 24                                        硬件产品经理  30-50k·14薪  广州-海珠区   \n",
       " 25  Assistant Product Manager / Product Manager   18-30k·13薪      广州   \n",
       " 26                                          产品经理  25-35k·14薪      广州   \n",
       " 27                                          产品经理  18-40k·14薪  广州-越秀区   \n",
       " 28                                 产品经理（企业数字化转型）       6-10k  广州-天河区   \n",
       " 29                                        数码产品经理        薪资面议      广州   \n",
       " 30                                  产品经理（工业消洗产品）      12-30k      广州   \n",
       " 31                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  广州-天河区   \n",
       " 32                             产品经理-产品企划(J13606)      15-25k  广州-天河区   \n",
       " 33                          eWMS Product Manager        薪资面议  广州-天河区   \n",
       " 34                                          产品经理      20-30k      广州   \n",
       " 35                        CRM实施顾问&项目经理PM(J12971)      11-22k  广州-番禺区   \n",
       " 36                              Product Manager       25-30k      广州   \n",
       " 37                          微生物检测产品经理（制药或食品行业方向）  15-20k·20薪  广州-黄埔区   \n",
       " 38                                          产品经理      20-30k      广州   \n",
       " 39                               Product Manager  30-40k·13薪  广州-天河区   \n",
       " \n",
       "    job.jobKind                                     job.dataPromId  job.topJob  \\\n",
       " 0            2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...        True   \n",
       " 1            2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...        True   \n",
       " 2            2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...        True   \n",
       " 3            2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 4            2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 5            2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 6            1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 7            2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 8            2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 9            2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 10           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 11           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 12           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 13           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 14           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 15           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 16           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 17           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 18           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 19           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 20           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 21           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 22           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 23           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 24           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 25           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 26           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 27           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 28           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 29           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 30           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 31           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 32           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 33           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 34           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 35           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 36           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 37           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 38           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " 39           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...       False   \n",
       " \n",
       "     ...                    recruiter.imId recruiter.imUserType  \\\n",
       " 0   ...  5fdfb4259befbf07160bef405ccde8ba                    2   \n",
       " 1   ...  180268114ec479913eaad1f295204b5b                    2   \n",
       " 2   ...  a4eec1a320f628e2dc2616a5acb8537e                    2   \n",
       " 3   ...  0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 4   ...  e2b135092ee70a2ae950a599d250d4ad                    2   \n",
       " 5   ...  e2b135092ee70a2ae950a599d250d4ad                    2   \n",
       " 6   ...  d874c5f87567784901ab80e4a8b96567                    2   \n",
       " 7   ...  c161b9ea744ffb27d0e00b26797bdaff                    2   \n",
       " 8   ...  8595d9ba8d1a1a2d801c17c79e240538                    2   \n",
       " 9   ...  561ff6e28a2e9cb4aa6795a3148228ff                    2   \n",
       " 10  ...  0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 11  ...  14a8accf08a04a521806a0cca0964ad2                    2   \n",
       " 12  ...  c55d8c37c29999932efebeb7f272cb14                    2   \n",
       " 13  ...  7908151abdbef12e2efebeb7f272cb14                    2   \n",
       " 14  ...  5f6c20edff982c499f71bc73f10cbe5b                    2   \n",
       " 15  ...  6fa10ff6ea77d091528dabef14b76f2d                    2   \n",
       " 16  ...  fadfc2ceb1f0029d4ad85438c465a917                    2   \n",
       " 17  ...  985c18edc2b4008b04612e645251413c                    2   \n",
       " 18  ...  cafe4611fc9515e7c93dddf05a795d5c                    2   \n",
       " 19  ...  7bcd6f67675b9b1f6042c177f0a1d2b1                    2   \n",
       " 20  ...  24c1cab13ef9bc2e801c17c79e240538                    2   \n",
       " 21  ...  d4cc4bca17cae276aefc9b4a2bd8879c                    2   \n",
       " 22  ...  d9615c119bb132bd55a0b6511a508218                    2   \n",
       " 23  ...  ef271aa98fbd8615613a615479ad0f1e                    2   \n",
       " 24  ...  73f267275bfde46ce68ea511f8a9efc5                    2   \n",
       " 25  ...  37476b87b3e233679f90a7bcfdb96d0e                    2   \n",
       " 26  ...  6576d39ac3d6a469337193710fe42056                    2   \n",
       " 27  ...  edbe6a7c4ed9d6e5aaa70b13e477f173                    2   \n",
       " 28  ...  beff7093463e459a613348042573671f                    2   \n",
       " 29  ...  bd0efb08acc7704271de52c3bc0b6279                    2   \n",
       " 30  ...  18f5af2ced812a43d6a9d1214a39013b                    2   \n",
       " 31  ...  feaaf399e43a569d29323863fa1c0b93                    2   \n",
       " 32  ...  7b8081a6d08696bafaf1d0d00bd33fc5                    2   \n",
       " 33  ...  0d2213fbc6520bd4e4cd5c055e1e05ce                    2   \n",
       " 34  ...  8a0305395cddc174dfb6df235db455f2                    2   \n",
       " 35  ...  927752d28c878e66e4cd5c055e1e05ce                    2   \n",
       " 36  ...  9cfdabc8878349689809d03804875792                    2   \n",
       " 37  ...  767685575712890413dd84912f51618a                    2   \n",
       " 38  ...  3a5b505a337c783db090656a5246961f                    2   \n",
       " 39  ...  50fe96bee43de82980764db4dc5d059d                    2   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compIndustry  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg       电子/半导体/集成电路   \n",
       " 1    571885ea45ce00977366da9105a.jpg          运营商/增值服务   \n",
       " 2    5f8f986bdfb13a7dee342f2108u.jpg       电力/热力/燃气/水务   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口   \n",
       " 4    5f8f986bdfb13a7dee342f2108u.jpg              人工智能   \n",
       " 5    5f8f986bdfb13a7dee342f2108u.jpg              人工智能   \n",
       " 6    5cb81b959fae687d43164cca03u.jpg             机械/设备   \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg              IT服务   \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg              医疗器械   \n",
       " 9    5f8f986779c7cc70efbf36c008u.jpg             批发/零售   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg            贸易/进出口   \n",
       " 11  6334ed78b3675f2b6ab1bc9801u.jpeg            贸易/进出口   \n",
       " 12   62a6c09a08bee4201e5c618f05u.png            贸易/进出口   \n",
       " 13   62c6abbf1551f613ff3fa49a08u.png          食品/饮料/酒水   \n",
       " 14   5f8f986bdfb13a7dee342f2108u.jpg              医疗器械   \n",
       " 15   63a46574fd38b10039f0b94b05u.png              人工智能   \n",
       " 16   63a9534728c57209b0f4aa0505u.png                日化   \n",
       " 17   5f8fa3bdea60860b75385c7e08u.png              医疗器械   \n",
       " 18   643e492a7068273f730f4fe005u.png                日化   \n",
       " 19   5d639dabd0718579c6ce8cec04u.jpg                化工   \n",
       " 20   5f8f98648dbe6273dcf8515508u.jpg              医疗器械   \n",
       " 21   5f8f986aea60860b75384fab08u.jpg                制药   \n",
       " 22   62f7aab56555120790d6013103u.png          食品/饮料/酒水   \n",
       " 23   5f8f9865ea60860b75384fa508u.jpg              仪器仪表   \n",
       " 24   5f8fa3bddfb13a7dee343d7608u.png           电气机械/器材   \n",
       " 25   6100c9081d756a75997a266703u.jpg                日化   \n",
       " 26   62805e7707a1d17a9af2abd001u.jpg               互联网   \n",
       " 27   5f8f9865ea60860b75384fa508u.jpg            专业技术服务   \n",
       " 28   5f8f9868f6d1ab58476f24a008u.jpg              通信设备   \n",
       " 29   5f8f986aea60860b75384fab08u.jpg             计算机软件   \n",
       " 30   5f8f9863f6d1ab58476f246a08u.jpg                制药   \n",
       " 31   5f8f9868f6d1ab58476f24a008u.jpg          服装/纺织/皮革   \n",
       " 32   5f8f98648dbe6273dcf8515508u.jpg          服装/纺织/皮革   \n",
       " 33   5f8f986aea60860b75384fab08u.jpg                日化   \n",
       " 34   606ff339fd3cfa235c8a104e02u.png              IT服务   \n",
       " 35   601baaab60c8320221e3c1d902u.png               互联网   \n",
       " 36  6321be3095ee1c04143439eb01u.jpeg                日化   \n",
       " 37   5f8f98648dbe6273dcf8515508u.jpg                制药   \n",
       " 38   5f8fa3a78dbe6273dcf85e2608u.png              IT服务   \n",
       " 39   62fe2d4a95ee1c041432be7a05u.jpg          食品/饮料/酒水   \n",
       " \n",
       "                       comp.compLogo  comp.compId     comp.compName  \\\n",
       " 0   6260c4f2d16c9b55d258a16501u.png    9730786.0              京邦集团   \n",
       " 1   5bfea3d874719d2aa34c9d1703a.png    1103040.0             中数通信息   \n",
       " 2   6340de1e5f464d5d08fe1c8708u.png   13307101.0  汇耀品尚能源科技(广州)有限公司   \n",
       " 3   6274ee6d04a5ff469b10880402u.png    8112968.0              仙婷集团   \n",
       " 4   60a497de907306298575785f03u.png    9491766.0        文远知行WeRide   \n",
       " 5   60a497de907306298575785f03u.png    9491766.0        文远知行WeRide   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png          NaN      某广州大型机械/设备公司   \n",
       " 7   61b07937d0458d53c627567e02u.jpg   13315477.0    广州市新目标电子商务有限公司   \n",
       " 8   5c0dfd9f570cb120f184080203u.jpg    8916227.0           西门子医疗系统   \n",
       " 9   62946d5979452e421251b7f707u.png    9720899.0        广州愚记贸易有限公司   \n",
       " 10  6274ee6d04a5ff469b10880402u.png    8112968.0              仙婷集团   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png          NaN             某知名公司   \n",
       " 12  60e2fe0bf3df194a3c48adb502u.png          NaN        某广州贸易进出口公司   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png          NaN   某国内大型食品/饮料/日化公司   \n",
       " 14  5bfe8ee374719d35745a559203a.png    7893643.0            阳普医疗股份   \n",
       " 15  60a497de907306298575785f03u.png    9491766.0        文远知行WeRide   \n",
       " 16  54d1e9c6712e7147fd813b3801a.png     873330.0          广州宝洁有限公司   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png          NaN       某上海大型医疗器械公司   \n",
       " 18  61b07937d0458d53c627567e02u.jpg   13507215.0             广州众有米   \n",
       " 19  5bfe910574719d35745abfa303a.png    7864451.0              3M中国   \n",
       " 20  5952237b7032381b6822192505a.jpg    8506529.0               丹纳赫   \n",
       " 21  5bfe916674719d35745ad29703a.png    8275623.0              康方生物   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png          NaN   某广州大型食品/饮料/酒水公司   \n",
       " 23  60b831ef7cc07936e59f518306u.png   12773635.0      索恩照明(广州)有限公司   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png          NaN      某广州电气机械/器材公司   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png          NaN         某国内大型日化公司   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png          NaN          某广州互联网公司   \n",
       " 27  59dc78457832e11b880f044c05a.png    9283329.0      即能科技(广州)有限公司   \n",
       " 28  5cc116c89fae687d43343d7308u.png    7863327.0              润建股份   \n",
       " 29  5bfe92c174719d9f609a7b9603a.png    2664546.0              汇丰软件   \n",
       " 30  5bfe8edd74719d35745a548603a.png    7932064.0     广东环凯微生物科技有限公司   \n",
       " 31  628c584cb244352e0e92248608u.png   13032765.0             斯凯奇中国   \n",
       " 32  628c584cb244352e0e92248608u.png   13032765.0             斯凯奇中国   \n",
       " 33  54d1e9c6712e7147fd813b3801a.png     873330.0          广州宝洁有限公司   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png          NaN         某广州IT服务公司   \n",
       " 35  5ed700f4ec4db462f82e4ddf01u.png    8361671.0    上海汉得信息技术股份有限公司   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png          NaN        某国内大型快消品公司   \n",
       " 37  5bfe8edd74719d35745a548603a.png    7932064.0     广东环凯微生物科技有限公司   \n",
       " 38  60e2fe0bf3df194a3c48adb502u.png          NaN         某广州IT服务公司   \n",
       " 39  60e2fe0bf3df194a3c48adb502u.png          NaN   某广州大型食品/饮料/酒水公司   \n",
       " \n",
       "    comp.compScale                                 comp.link comp.compStage  \n",
       " 0        100-499人   https://www.liepin.com/company/9730786/            NaN  \n",
       " 1      1000-2000人   https://www.liepin.com/company/1103040/            NaN  \n",
       " 2        100-499人  https://www.liepin.com/company/13307101/             A轮  \n",
       " 3          50-99人   https://www.liepin.com/company/8112968/            NaN  \n",
       " 4        100-499人   https://www.liepin.com/company/9491766/             C轮  \n",
       " 5        100-499人   https://www.liepin.com/company/9491766/             C轮  \n",
       " 6        500-999人                                                    融资未公开  \n",
       " 7        100-499人  https://www.liepin.com/company/13315477/            NaN  \n",
       " 8     5000-10000人   https://www.liepin.com/company/8916227/            NaN  \n",
       " 9          50-99人   https://www.liepin.com/company/9720899/            NaN  \n",
       " 10         50-99人   https://www.liepin.com/company/8112968/            NaN  \n",
       " 11         50-99人                                                    融资未公开  \n",
       " 12         50-99人                                                    融资未公开  \n",
       " 13     2000-5000人                                                    融资未公开  \n",
       " 14       500-999人   https://www.liepin.com/company/7893643/         沪深A股上市  \n",
       " 15       100-499人   https://www.liepin.com/company/9491766/             C轮  \n",
       " 16       10000人以上    https://www.liepin.com/company/873330/            NaN  \n",
       " 17       10000人以上                                                    融资未公开  \n",
       " 18          1-49人  https://www.liepin.com/company/13507215/            NaN  \n",
       " 19       10000人以上   https://www.liepin.com/company/7864451/            NaN  \n",
       " 20    5000-10000人   https://www.liepin.com/company/8506529/            NaN  \n",
       " 21     2000-5000人   https://www.liepin.com/company/8275623/           港股上市  \n",
       " 22       10000人以上                                                    融资未公开  \n",
       " 23       100-499人  https://www.liepin.com/company/12773635/            NaN  \n",
       " 24          1-49人                                                      NaN  \n",
       " 25     2000-5000人                                                    融资未公开  \n",
       " 26                                                                     NaN  \n",
       " 27          1-49人   https://www.liepin.com/company/9283329/            NaN  \n",
       " 28    5000-10000人   https://www.liepin.com/company/7863327/         沪深A股上市  \n",
       " 29     2000-5000人   https://www.liepin.com/company/2664546/             其他  \n",
       " 30       100-499人   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 31     2000-5000人  https://www.liepin.com/company/13032765/            NaN  \n",
       " 32     2000-5000人  https://www.liepin.com/company/13032765/            NaN  \n",
       " 33       10000人以上    https://www.liepin.com/company/873330/            NaN  \n",
       " 34       100-499人                                                      NaN  \n",
       " 35       10000人以上   https://www.liepin.com/company/8361671/            已上市  \n",
       " 36     2000-5000人                                                    融资未公开  \n",
       " 37       100-499人   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 38       100-499人                                                      NaN  \n",
       " 39    5000-10000人                                                    融资未公开  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams comp.compScale  \\\n",
       " 0   {\"recruiterName\":\"杜先生\",\"jobId\":\"57816811\",\"use...       100-499人   \n",
       " 1   {\"recruiterName\":\"刘女士\",\"jobId\":\"58002363\",\"use...         50-99人   \n",
       " 2   {\"recruiterName\":\"简先生\",\"jobId\":\"57140163\",\"use...       100-499人   \n",
       " 3   {\"recruiterName\":\"吴女士\",\"jobId\":\"50965433\",\"use...         50-99人   \n",
       " 4   {\"recruiterName\":\"侯先生\",\"jobId\":\"55703639\",\"use...       100-499人   \n",
       " 5   {\"recruiterName\":\"侯先生\",\"jobId\":\"55703543\",\"use...       100-499人   \n",
       " 6   {\"recruiterName\":\"谌女士\",\"jobId\":\"44053277\",\"use...       500-999人   \n",
       " 7   {\"recruiterName\":\"樊女士\",\"jobId\":\"57679297\",\"use...       100-499人   \n",
       " 8   {\"recruiterName\":\"翁女士\",\"jobId\":\"56689685\",\"use...    5000-10000人   \n",
       " 9   {\"recruiterName\":\"陈女士\",\"jobId\":\"57754271\",\"use...     1000-2000人   \n",
       " 10  {\"recruiterName\":\"吴女士\",\"jobId\":\"57794503\",\"use...         50-99人   \n",
       " 11  {\"recruiterName\":\"陈女士\",\"jobId\":\"45379571\",\"use...         50-99人   \n",
       " 12  {\"recruiterName\":\"朱女士\",\"jobId\":\"45380041\",\"use...         50-99人   \n",
       " 13  {\"recruiterName\":\"曾女士\",\"jobId\":\"44113675\",\"use...     2000-5000人   \n",
       " 14  {\"recruiterName\":\"刘先生\",\"jobId\":\"56781907\",\"use...       500-999人   \n",
       " 15  {\"recruiterName\":\"程先生\",\"jobId\":\"57223711\",\"use...       100-499人   \n",
       " 16  {\"recruiterName\":\"冯先生\",\"jobId\":\"57001973\",\"use...       10000人以上   \n",
       " 17  {\"recruiterName\":\"陈女士\",\"jobId\":\"43492441\",\"use...       10000人以上   \n",
       " 18  {\"recruiterName\":\"周女士\",\"jobId\":\"57889105\",\"use...          1-49人   \n",
       " 19  {\"recruiterName\":\"徐女士\",\"jobId\":\"57784639\",\"use...       10000人以上   \n",
       " 20  {\"recruiterName\":\"王女士\",\"jobId\":\"56876529\",\"use...    5000-10000人   \n",
       " 21  {\"recruiterName\":\"刘先生\",\"jobId\":\"57157157\",\"use...     2000-5000人   \n",
       " 22  {\"recruiterName\":\"林先生\",\"jobId\":\"44978805\",\"use...       10000人以上   \n",
       " 23  {\"recruiterName\":\"黄女士\",\"jobId\":\"48604689\",\"use...       100-499人   \n",
       " 24  {\"recruiterName\":\"唐女士\",\"jobId\":\"45327891\",\"use...          1-49人   \n",
       " 25  {\"recruiterName\":\"宋女士\",\"jobId\":\"45187159\",\"use...     2000-5000人   \n",
       " 26  {\"recruiterName\":\"邓先生\",\"jobId\":\"44709427\",\"use...                  \n",
       " 27  {\"recruiterName\":\"Keli Tang\",\"jobId\":\"30477665...          1-49人   \n",
       " 28  {\"recruiterName\":\"黎先生\",\"jobId\":\"56295007\",\"use...    5000-10000人   \n",
       " 29  {\"recruiterName\":\"张先生\",\"jobId\":\"43037645\",\"use...     2000-5000人   \n",
       " 30  {\"recruiterName\":\"陈女士\",\"jobId\":\"35923437\",\"use...       100-499人   \n",
       " 31  {\"recruiterName\":\"陈先生\",\"jobId\":\"50466807\",\"use...     2000-5000人   \n",
       " 32  {\"recruiterName\":\"林女士\",\"jobId\":\"55829685\",\"use...     2000-5000人   \n",
       " 33  {\"recruiterName\":\"杜先生\",\"jobId\":\"54145433\",\"use...       10000人以上   \n",
       " 34  {\"recruiterName\":\"赵女士\",\"jobId\":\"45253831\",\"use...       100-499人   \n",
       " 35  {\"recruiterName\":\"俞女士\",\"jobId\":\"57403583\",\"use...       10000人以上   \n",
       " 36  {\"recruiterName\":\"孙女士\",\"jobId\":\"45177357\",\"use...     2000-5000人   \n",
       " 37  {\"recruiterName\":\"陈女士\",\"jobId\":\"48554057\",\"use...       100-499人   \n",
       " 38  {\"recruiterName\":\"蔡先生\",\"jobId\":\"45263747\",\"use...       100-499人   \n",
       " 39  {\"recruiterName\":\"陆女士\",\"jobId\":\"43309883\",\"use...    5000-10000人   \n",
       " \n",
       "                       comp.compLogo  comp.compId     comp.compName  \\\n",
       " 0   6260c4f2d16c9b55d258a16501u.png    9730786.0              京邦集团   \n",
       " 1   62946d5979452e421251b7f707u.png    9720899.0        广州愚记贸易有限公司   \n",
       " 2   6340de1e5f464d5d08fe1c8708u.png   13307101.0  汇耀品尚能源科技(广州)有限公司   \n",
       " 3   6274ee6d04a5ff469b10880402u.png    8112968.0              仙婷集团   \n",
       " 4   60a497de907306298575785f03u.png    9491766.0        文远知行WeRide   \n",
       " 5   60a497de907306298575785f03u.png    9491766.0        文远知行WeRide   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png          NaN      某广州大型机械/设备公司   \n",
       " 7   61b07937d0458d53c627567e02u.jpg   13315477.0    广州市新目标电子商务有限公司   \n",
       " 8   5c0dfd9f570cb120f184080203u.jpg    8916227.0           西门子医疗系统   \n",
       " 9   5bfea3d874719d2aa34c9d1703a.png    1103040.0             中数通信息   \n",
       " 10  6274ee6d04a5ff469b10880402u.png    8112968.0              仙婷集团   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png          NaN             某知名公司   \n",
       " 12  60e2fe0bf3df194a3c48adb502u.png          NaN        某广州贸易进出口公司   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png          NaN   某国内大型食品/饮料/日化公司   \n",
       " 14  5bfe8ee374719d35745a559203a.png    7893643.0            阳普医疗股份   \n",
       " 15  60a497de907306298575785f03u.png    9491766.0        文远知行WeRide   \n",
       " 16  54d1e9c6712e7147fd813b3801a.png     873330.0          广州宝洁有限公司   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png          NaN       某上海大型医疗器械公司   \n",
       " 18  61b07937d0458d53c627567e02u.jpg   13507215.0             广州众有米   \n",
       " 19  5bfe910574719d35745abfa303a.png    7864451.0              3M中国   \n",
       " 20  5952237b7032381b6822192505a.jpg    8506529.0               丹纳赫   \n",
       " 21  5bfe916674719d35745ad29703a.png    8275623.0              康方生物   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png          NaN   某广州大型食品/饮料/酒水公司   \n",
       " 23  60b831ef7cc07936e59f518306u.png   12773635.0      索恩照明(广州)有限公司   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png          NaN      某广州电气机械/器材公司   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png          NaN         某国内大型日化公司   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png          NaN          某广州互联网公司   \n",
       " 27  59dc78457832e11b880f044c05a.png    9283329.0      即能科技(广州)有限公司   \n",
       " 28  5cc116c89fae687d43343d7308u.png    7863327.0              润建股份   \n",
       " 29  5bfe92c174719d9f609a7b9603a.png    2664546.0              汇丰软件   \n",
       " 30  5bfe8edd74719d35745a548603a.png    7932064.0     广东环凯微生物科技有限公司   \n",
       " 31  628c584cb244352e0e92248608u.png   13032765.0             斯凯奇中国   \n",
       " 32  628c584cb244352e0e92248608u.png   13032765.0             斯凯奇中国   \n",
       " 33  54d1e9c6712e7147fd813b3801a.png     873330.0          广州宝洁有限公司   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png          NaN         某广州IT服务公司   \n",
       " 35  5ed700f4ec4db462f82e4ddf01u.png    8361671.0    上海汉得信息技术股份有限公司   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png          NaN        某国内大型快消品公司   \n",
       " 37  5bfe8edd74719d35745a548603a.png    7932064.0     广东环凯微生物科技有限公司   \n",
       " 38  60e2fe0bf3df194a3c48adb502u.png          NaN         某广州IT服务公司   \n",
       " 39  60e2fe0bf3df194a3c48adb502u.png          NaN   某广州大型食品/饮料/酒水公司   \n",
       " \n",
       "    comp.compIndustry                                 comp.link  \\\n",
       " 0        电子/半导体/集成电路   https://www.liepin.com/company/9730786/   \n",
       " 1              批发/零售   https://www.liepin.com/company/9720899/   \n",
       " 2        电力/热力/燃气/水务  https://www.liepin.com/company/13307101/   \n",
       " 3             贸易/进出口   https://www.liepin.com/company/8112968/   \n",
       " 4               人工智能   https://www.liepin.com/company/9491766/   \n",
       " 5               人工智能   https://www.liepin.com/company/9491766/   \n",
       " 6              机械/设备                                             \n",
       " 7               IT服务  https://www.liepin.com/company/13315477/   \n",
       " 8               医疗器械   https://www.liepin.com/company/8916227/   \n",
       " 9           运营商/增值服务   https://www.liepin.com/company/1103040/   \n",
       " 10            贸易/进出口   https://www.liepin.com/company/8112968/   \n",
       " 11            贸易/进出口                                             \n",
       " 12            贸易/进出口                                             \n",
       " 13          食品/饮料/酒水                                             \n",
       " 14              医疗器械   https://www.liepin.com/company/7893643/   \n",
       " 15              人工智能   https://www.liepin.com/company/9491766/   \n",
       " 16                日化    https://www.liepin.com/company/873330/   \n",
       " 17              医疗器械                                             \n",
       " 18                日化  https://www.liepin.com/company/13507215/   \n",
       " 19                化工   https://www.liepin.com/company/7864451/   \n",
       " 20              医疗器械   https://www.liepin.com/company/8506529/   \n",
       " 21                制药   https://www.liepin.com/company/8275623/   \n",
       " 22          食品/饮料/酒水                                             \n",
       " 23              仪器仪表  https://www.liepin.com/company/12773635/   \n",
       " 24           电气机械/器材                                             \n",
       " 25                日化                                             \n",
       " 26               互联网                                             \n",
       " 27            专业技术服务   https://www.liepin.com/company/9283329/   \n",
       " 28              通信设备   https://www.liepin.com/company/7863327/   \n",
       " 29             计算机软件   https://www.liepin.com/company/2664546/   \n",
       " 30                制药   https://www.liepin.com/company/7932064/   \n",
       " 31          服装/纺织/皮革  https://www.liepin.com/company/13032765/   \n",
       " 32          服装/纺织/皮革  https://www.liepin.com/company/13032765/   \n",
       " 33                日化    https://www.liepin.com/company/873330/   \n",
       " 34              IT服务                                             \n",
       " 35               互联网   https://www.liepin.com/company/8361671/   \n",
       " 36                日化                                             \n",
       " 37                制药   https://www.liepin.com/company/7932064/   \n",
       " 38              IT服务                                             \n",
       " 39          食品/饮料/酒水                                             \n",
       " \n",
       "                                            job.labels  job.salary  ...  \\\n",
       " 0                                       [供应链产品, 数据分析]    5-7k·13薪  ...   \n",
       " 1                                  [产品开发, 产品规划, 产品运营]  10-15k·13薪  ...   \n",
       " 2                 [云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]  20-25k·13薪  ...   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...        薪资面议  ...   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...      25-35k  ...   \n",
       " 5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...      25-35k  ...   \n",
       " 6   [商业产品, 策略产品, 定价/竞价产品, 制造业, 家电行业, 房地产行业, 产品规划, ...      20-30k  ...   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]      20-25k  ...   \n",
       " 8                                                  []        薪资面议  ...   \n",
       " 9    [数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]   8-12k·13薪  ...   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...        薪资面议  ...   \n",
       " 11                                                 []  30-45k·14薪  ...   \n",
       " 12                                        [化妆品, to B]      25-29k  ...   \n",
       " 13                                           [web端产品]  15-24k·13薪  ...   \n",
       " 14                                                 []  15-30k·16薪  ...   \n",
       " 15  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...  25-50k·15薪  ...   \n",
       " 16                                  [to C, 电子商务, 消费品]  20-40k·14薪  ...   \n",
       " 17                                                 []  20-40k·16薪  ...   \n",
       " 18           [护肤品, 竞品分析, 新锐国货护肤, 市场定位, 直播/视频产品, 产品开发]      20-30k  ...   \n",
       " 19                                             [牙齿正畸]  10-14k·14薪  ...   \n",
       " 20                                                 []  20-40k·13薪  ...   \n",
       " 21                                             [泌尿外科]  25-30k·14薪  ...   \n",
       " 22                                             [to C]  20-40k·15薪  ...   \n",
       " 23                                                 []  15-25k·13薪  ...   \n",
       " 24                                                 []  30-50k·14薪  ...   \n",
       " 25                                   [化妆品, 消费品, 产品开发]  18-30k·13薪  ...   \n",
       " 26                                             [软件开发]  25-35k·14薪  ...   \n",
       " 27  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  18-40k·14薪  ...   \n",
       " 28  [数据产品, 平台产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...       6-10k  ...   \n",
       " 29                                                 []        薪资面议  ...   \n",
       " 30                                                 []      12-30k  ...   \n",
       " 31                                 [商品管理, 产品企划, 商品运营]  14-28k·16薪  ...   \n",
       " 32                                                 []      15-25k  ...   \n",
       " 33              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]        薪资面议  ...   \n",
       " 34  [供应链产品, 风控产品, 工具产品, 安全产品, 平台产品, 电商产品, 中台产品, 政府...      20-30k  ...   \n",
       " 35  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...      11-22k  ...   \n",
       " 36                                 [市场营销, 产品管理, 产品开发]      25-30k  ...   \n",
       " 37                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]  15-20k·20薪  ...   \n",
       " 38  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...      20-30k  ...   \n",
       " 39                                                 []  30-40k·13薪  ...   \n",
       " \n",
       "                                        job.dataPromId job.requireEduLevel  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  大专   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  大专   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                学历不限   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                学历不限   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               本科及以上   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               本科及以上   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               本科及以上   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " \n",
       "     recruiter.recruiterName      recruiter.recruiterTitle  \\\n",
       " 0                       杜先生                                 \n",
       " 1                       刘女士                          人事经理   \n",
       " 2                       简先生                        人力资源经理   \n",
       " 3                       吴女士                 HR Specialist   \n",
       " 4                       侯先生                          HRBP   \n",
       " 5                       侯先生                          HRBP   \n",
       " 6                       谌女士                          猎头顾问   \n",
       " 7                       樊女士                           HRM   \n",
       " 8                       翁女士  Recruiter-Talent Acquisition   \n",
       " 9                       陈女士                                 \n",
       " 10                      吴女士                 HR Specialist   \n",
       " 11                      陈女士                          猎头顾问   \n",
       " 12                      朱女士                          猎头顾问   \n",
       " 13                      曾女士                          猎头顾问   \n",
       " 14                      刘先生                          招聘管理   \n",
       " 15                      程先生                          招聘专家   \n",
       " 16                      冯先生                     Recruiter   \n",
       " 17                      陈女士                          猎头顾问   \n",
       " 18                      周女士                            人事   \n",
       " 19                      徐女士            recruiting manager   \n",
       " 20                      王女士                        人力资源专员   \n",
       " 21                      刘先生                    高级医学信息沟通专员   \n",
       " 22                      林先生                          猎头顾问   \n",
       " 23                      黄女士                          招聘经理   \n",
       " 24                      唐女士                          猎头顾问   \n",
       " 25                      宋女士                          猎头顾问   \n",
       " 26                      邓先生                          猎头顾问   \n",
       " 27                Keli Tang                          HRBP   \n",
       " 28                      黎先生                          招聘主管   \n",
       " 29                      张先生                           112   \n",
       " 30                      陈女士                            HR   \n",
       " 31                      陈先生                                 \n",
       " 32                      林女士                    人力资源业务合作伙伴   \n",
       " 33                      杜先生                          招聘经理   \n",
       " 34                      赵女士                          猎头顾问   \n",
       " 35                      俞女士                            HR   \n",
       " 36                      孙女士                          猎头顾问   \n",
       " 37                      陈女士                                 \n",
       " 38                      蔡先生                          猎头顾问   \n",
       " 39                      陆女士                          猎头顾问   \n",
       " \n",
       "                recruiter.recruiterId                    recruiter.imId  \\\n",
       " 0   c8d145acb0a3162c59941f318d428c38  5fdfb4259befbf07160bef405ccde8ba   \n",
       " 1   e478580dede58f33b410edb79f6d12d0  561ff6e28a2e9cb4aa6795a3148228ff   \n",
       " 2   5d06cc8392806c6f2a078796e1b49e8f  a4eec1a320f628e2dc2616a5acb8537e   \n",
       " 3   14799e1bef289c70aa9b550257de7ea8  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 4   7da08eb2dc102f58400ecda04a611db0  e2b135092ee70a2ae950a599d250d4ad   \n",
       " 5   7da08eb2dc102f58400ecda04a611db0  e2b135092ee70a2ae950a599d250d4ad   \n",
       " 6   1ddf52f28236620a73d520f2e8bd293b  d874c5f87567784901ab80e4a8b96567   \n",
       " 7   74207202b9a1882cbe061eb681f898fc  c161b9ea744ffb27d0e00b26797bdaff   \n",
       " 8   f08748e81b3b0757d734fc6b171fa589  8595d9ba8d1a1a2d801c17c79e240538   \n",
       " 9   871518775391643a04bdffecc9c81011  180268114ec479913eaad1f295204b5b   \n",
       " 10  14799e1bef289c70aa9b550257de7ea8  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 11  9780c9933530029971f2c48a1f2fc365  14a8accf08a04a521806a0cca0964ad2   \n",
       " 12  7660709be664be56c32a8aef2aff706d  c55d8c37c29999932efebeb7f272cb14   \n",
       " 13  ef813c13d17ddf72662825202deeb056  7908151abdbef12e2efebeb7f272cb14   \n",
       " 14  8fc4003dfc916f929b36b77d06e3d22e  5f6c20edff982c499f71bc73f10cbe5b   \n",
       " 15  1147dd557533b4567e1472c76bc04ebd  6fa10ff6ea77d091528dabef14b76f2d   \n",
       " 16  f7de5de3cbf7fd89b9bfda7f445931e2  fadfc2ceb1f0029d4ad85438c465a917   \n",
       " 17  b61494f006ea807945c2c8b358b10fa1  985c18edc2b4008b04612e645251413c   \n",
       " 18  a80eba34f864ad297e81914aa7340a4e  cafe4611fc9515e7c93dddf05a795d5c   \n",
       " 19  f51c1d2e9c63ee702eb20f824463cbc5  7bcd6f67675b9b1f6042c177f0a1d2b1   \n",
       " 20  57a52ed73fed146b4c632be0178bfd3f  24c1cab13ef9bc2e801c17c79e240538   \n",
       " 21  22ab2b1a88769c3259935c280d474240  d4cc4bca17cae276aefc9b4a2bd8879c   \n",
       " 22  ec2448066ad5cdf94f25083a3243b675  d9615c119bb132bd55a0b6511a508218   \n",
       " 23  09129a3bc6f13614e4e32c50af3d5f75  ef271aa98fbd8615613a615479ad0f1e   \n",
       " 24  1d96d00cfe919fa26a1adf5987777a35  73f267275bfde46ce68ea511f8a9efc5   \n",
       " 25  375a1dfe17607510a0693c119d820cfb  37476b87b3e233679f90a7bcfdb96d0e   \n",
       " 26  4df980208f61abaa845b1031e141f2ce  6576d39ac3d6a469337193710fe42056   \n",
       " 27  8d90c26ed477481c5bfe988e1b72f121  edbe6a7c4ed9d6e5aaa70b13e477f173   \n",
       " 28  ed79e9abb562c2c2e3f3af8aab9ad0d7  beff7093463e459a613348042573671f   \n",
       " 29  80a35acbf6b5573c5c8cd7b9f6ba8101  bd0efb08acc7704271de52c3bc0b6279   \n",
       " 30  7f371db882206fccd2bdf1809a52d3e6  18f5af2ced812a43d6a9d1214a39013b   \n",
       " 31  3466dbf14ff3a1923d3d8a2c8cd5b370  feaaf399e43a569d29323863fa1c0b93   \n",
       " 32  308332da68f592edf82050c4b8bff969  7b8081a6d08696bafaf1d0d00bd33fc5   \n",
       " 33  cd24cb737616cf6b537f73a32e6c2ba3  0d2213fbc6520bd4e4cd5c055e1e05ce   \n",
       " 34  a94c79b32e2ac4b0b0a633f2b1b00a0c  8a0305395cddc174dfb6df235db455f2   \n",
       " 35  77ca96ebd1c0d4c9b55b81912526b943  927752d28c878e66e4cd5c055e1e05ce   \n",
       " 36  47227c6fbfcd952686963be95b15422d  9cfdabc8878349689809d03804875792   \n",
       " 37  0f80a6460fa3a5f3c33c5fd0dac95307  767685575712890413dd84912f51618a   \n",
       " 38  8fc7562cc0d10f9479c452c56622eaa4  3a5b505a337c783db090656a5246961f   \n",
       " 39  7829c0aa95f568cada116b3e040ec67e  50fe96bee43de82980764db4dc5d059d   \n",
       " \n",
       "    recruiter.imUserType  recruiter.chatted          recruiter.recruiterPhoto  \\\n",
       " 0                     2              False   5f8f986aea60860b75384fab08u.jpg   \n",
       " 1                     2              False   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 2                     2              False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 3                     2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 4                     2              False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 5                     2              False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 6                     2              False   5cb81b959fae687d43164cca03u.jpg   \n",
       " 7                     2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 8                     2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 9                     2              False   571885ea45ce00977366da9105a.jpg   \n",
       " 10                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 11                    2              False  6334ed78b3675f2b6ab1bc9801u.jpeg   \n",
       " 12                    2              False   62a6c09a08bee4201e5c618f05u.png   \n",
       " 13                    2              False   62c6abbf1551f613ff3fa49a08u.png   \n",
       " 14                    2              False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 15                    2              False   63a46574fd38b10039f0b94b05u.png   \n",
       " 16                    2              False   63a9534728c57209b0f4aa0505u.png   \n",
       " 17                    2              False   5f8fa3bdea60860b75385c7e08u.png   \n",
       " 18                    2              False   643e492a7068273f730f4fe005u.png   \n",
       " 19                    2              False   5d639dabd0718579c6ce8cec04u.jpg   \n",
       " 20                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 21                    2              False   5f8f986aea60860b75384fab08u.jpg   \n",
       " 22                    2              False   62f7aab56555120790d6013103u.png   \n",
       " 23                    2              False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 24                    2              False   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 25                    2              False   6100c9081d756a75997a266703u.jpg   \n",
       " 26                    2              False   62805e7707a1d17a9af2abd001u.jpg   \n",
       " 27                    2              False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 28                    2              False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 29                    2              False   5f8f986aea60860b75384fab08u.jpg   \n",
       " 30                    2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 31                    2              False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 32                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 33                    2              False   5f8f986aea60860b75384fab08u.jpg   \n",
       " 34                    2              False   606ff339fd3cfa235c8a104e02u.png   \n",
       " 35                    2              False   601baaab60c8320221e3c1d902u.png   \n",
       " 36                    2              False  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 37                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 38                    2              False   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       " 39                    2              False   62fe2d4a95ee1c041432be7a05u.jpg   \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1             NaN  \n",
       " 2              A轮  \n",
       " 3             NaN  \n",
       " 4              C轮  \n",
       " 5              C轮  \n",
       " 6           融资未公开  \n",
       " 7             NaN  \n",
       " 8             NaN  \n",
       " 9             NaN  \n",
       " 10            NaN  \n",
       " 11          融资未公开  \n",
       " 12          融资未公开  \n",
       " 13          融资未公开  \n",
       " 14         沪深A股上市  \n",
       " 15             C轮  \n",
       " 16            NaN  \n",
       " 17          融资未公开  \n",
       " 18            NaN  \n",
       " 19            NaN  \n",
       " 20            NaN  \n",
       " 21           港股上市  \n",
       " 22          融资未公开  \n",
       " 23            NaN  \n",
       " 24            NaN  \n",
       " 25          融资未公开  \n",
       " 26            NaN  \n",
       " 27            NaN  \n",
       " 28         沪深A股上市  \n",
       " 29             其他  \n",
       " 30          融资未公开  \n",
       " 31            NaN  \n",
       " 32            NaN  \n",
       " 33            NaN  \n",
       " 34            NaN  \n",
       " 35            已上市  \n",
       " 36          融资未公开  \n",
       " 37          融资未公开  \n",
       " 38            NaN  \n",
       " 39          融资未公开  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 1   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 2   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 3   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 4   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 5   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 6   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 7   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 8   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 9   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 10  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 11  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 12  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 13  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 14  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 15  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 16  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 17  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 18  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 19  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 20  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 21  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 22  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 23  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 24  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 25  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 26  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 27  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 28  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 29  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 30  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 31  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 32  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 33  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 34  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 35  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 36  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 37  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 38  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 39  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " \n",
       "                                            dataParams     comp.compName  \\\n",
       " 0   {\"jobId\":\"57816811\",\"userId\":\"c8d145acb0a3162c...              京邦集团   \n",
       " 1   {\"jobId\":\"57140163\",\"userId\":\"5d06cc8392806c6f...  汇耀品尚能源科技(广州)有限公司   \n",
       " 2   {\"jobId\":\"57754271\",\"userId\":\"871518775391643a...             中数通信息   \n",
       " 3   {\"jobId\":\"50965433\",\"userId\":\"14799e1bef289c70...              仙婷集团   \n",
       " 4   {\"jobId\":\"55703639\",\"userId\":\"7da08eb2dc102f58...        文远知行WeRide   \n",
       " 5   {\"jobId\":\"55703543\",\"userId\":\"7da08eb2dc102f58...        文远知行WeRide   \n",
       " 6   {\"jobId\":\"44053277\",\"userId\":\"1ddf52f28236620a...      某广州大型机械/设备公司   \n",
       " 7   {\"jobId\":\"57679297\",\"userId\":\"74207202b9a1882c...    广州市新目标电子商务有限公司   \n",
       " 8   {\"jobId\":\"56689685\",\"userId\":\"f08748e81b3b0757...           西门子医疗系统   \n",
       " 9   {\"jobId\":\"58002363\",\"userId\":\"e478580dede58f33...        广州愚记贸易有限公司   \n",
       " 10  {\"jobId\":\"57794503\",\"userId\":\"14799e1bef289c70...              仙婷集团   \n",
       " 11  {\"jobId\":\"45379571\",\"userId\":\"9780c99335300299...             某知名公司   \n",
       " 12  {\"jobId\":\"45380041\",\"userId\":\"7660709be664be56...        某广州贸易进出口公司   \n",
       " 13  {\"jobId\":\"44113675\",\"userId\":\"ef813c13d17ddf72...   某国内大型食品/饮料/日化公司   \n",
       " 14  {\"jobId\":\"57889105\",\"userId\":\"a80eba34f864ad29...             广州众有米   \n",
       " 15  {\"jobId\":\"57223711\",\"userId\":\"1147dd557533b456...        文远知行WeRide   \n",
       " 16  {\"jobId\":\"57001973\",\"userId\":\"f7de5de3cbf7fd89...          广州宝洁有限公司   \n",
       " 17  {\"jobId\":\"43492441\",\"userId\":\"b61494f006ea8079...       某上海大型医疗器械公司   \n",
       " 18  {\"jobId\":\"57784639\",\"userId\":\"f51c1d2e9c63ee70...              3M中国   \n",
       " 19  {\"jobId\":\"56781907\",\"userId\":\"8fc4003dfc916f92...            阳普医疗股份   \n",
       " 20  {\"jobId\":\"56876529\",\"userId\":\"57a52ed73fed146b...               丹纳赫   \n",
       " 21  {\"jobId\":\"57157157\",\"userId\":\"22ab2b1a88769c32...              康方生物   \n",
       " 22  {\"jobId\":\"44978805\",\"userId\":\"ec2448066ad5cdf9...   某广州大型食品/饮料/酒水公司   \n",
       " 23  {\"jobId\":\"48604689\",\"userId\":\"09129a3bc6f13614...      索恩照明(广州)有限公司   \n",
       " 24  {\"jobId\":\"45327891\",\"userId\":\"1d96d00cfe919fa2...      某广州电气机械/器材公司   \n",
       " 25  {\"jobId\":\"45187159\",\"userId\":\"375a1dfe17607510...         某国内大型日化公司   \n",
       " 26  {\"jobId\":\"44709427\",\"userId\":\"4df980208f61abaa...          某广州互联网公司   \n",
       " 27  {\"jobId\":\"30477665\",\"userId\":\"8d90c26ed477481c...      即能科技(广州)有限公司   \n",
       " 28  {\"jobId\":\"56295007\",\"userId\":\"ed79e9abb562c2c2...              润建股份   \n",
       " 29  {\"jobId\":\"43037645\",\"userId\":\"80a35acbf6b5573c...              汇丰软件   \n",
       " 30  {\"jobId\":\"35923437\",\"userId\":\"7f371db882206fcc...     广东环凯微生物科技有限公司   \n",
       " 31  {\"jobId\":\"50466807\",\"userId\":\"3466dbf14ff3a192...             斯凯奇中国   \n",
       " 32  {\"jobId\":\"55829685\",\"userId\":\"308332da68f592ed...             斯凯奇中国   \n",
       " 33  {\"jobId\":\"54145433\",\"userId\":\"cd24cb737616cf6b...          广州宝洁有限公司   \n",
       " 34  {\"jobId\":\"45253831\",\"userId\":\"a94c79b32e2ac4b0...         某广州IT服务公司   \n",
       " 35  {\"jobId\":\"57403583\",\"userId\":\"77ca96ebd1c0d4c9...    上海汉得信息技术股份有限公司   \n",
       " 36  {\"jobId\":\"45177357\",\"userId\":\"47227c6fbfcd9526...        某国内大型快消品公司   \n",
       " 37  {\"jobId\":\"48554057\",\"userId\":\"0f80a6460fa3a5f3...     广东环凯微生物科技有限公司   \n",
       " 38  {\"jobId\":\"45263747\",\"userId\":\"8fc7562cc0d10f94...         某广州IT服务公司   \n",
       " 39  {\"jobId\":\"43309883\",\"userId\":\"7829c0aa95f568ca...   某广州大型食品/饮料/酒水公司   \n",
       " \n",
       "    comp.compIndustry  comp.compId                    comp.compLogo  \\\n",
       " 0        电子/半导体/集成电路    9730786.0  6260c4f2d16c9b55d258a16501u.png   \n",
       " 1        电力/热力/燃气/水务   13307101.0  6340de1e5f464d5d08fe1c8708u.png   \n",
       " 2           运营商/增值服务    1103040.0  5bfea3d874719d2aa34c9d1703a.png   \n",
       " 3             贸易/进出口    8112968.0  6274ee6d04a5ff469b10880402u.png   \n",
       " 4               人工智能    9491766.0  60a497de907306298575785f03u.png   \n",
       " 5               人工智能    9491766.0  60a497de907306298575785f03u.png   \n",
       " 6              机械/设备          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 7               IT服务   13315477.0  61b07937d0458d53c627567e02u.jpg   \n",
       " 8               医疗器械    8916227.0  5c0dfd9f570cb120f184080203u.jpg   \n",
       " 9              批发/零售    9720899.0  62946d5979452e421251b7f707u.png   \n",
       " 10            贸易/进出口    8112968.0  6274ee6d04a5ff469b10880402u.png   \n",
       " 11            贸易/进出口          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 12            贸易/进出口          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 13          食品/饮料/酒水          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 14                日化   13507215.0  61b07937d0458d53c627567e02u.jpg   \n",
       " 15              人工智能    9491766.0  60a497de907306298575785f03u.png   \n",
       " 16                日化     873330.0  54d1e9c6712e7147fd813b3801a.png   \n",
       " 17              医疗器械          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 18                化工    7864451.0  5bfe910574719d35745abfa303a.png   \n",
       " 19              医疗器械    7893643.0  5bfe8ee374719d35745a559203a.png   \n",
       " 20              医疗器械    8506529.0  5952237b7032381b6822192505a.jpg   \n",
       " 21                制药    8275623.0  5bfe916674719d35745ad29703a.png   \n",
       " 22          食品/饮料/酒水          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 23              仪器仪表   12773635.0  60b831ef7cc07936e59f518306u.png   \n",
       " 24           电气机械/器材          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 25                日化          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 26               互联网          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 27            专业技术服务    9283329.0  59dc78457832e11b880f044c05a.png   \n",
       " 28              通信设备    7863327.0  5cc116c89fae687d43343d7308u.png   \n",
       " 29             计算机软件    2664546.0  5bfe92c174719d9f609a7b9603a.png   \n",
       " 30                制药    7932064.0  5bfe8edd74719d35745a548603a.png   \n",
       " 31          服装/纺织/皮革   13032765.0  628c584cb244352e0e92248608u.png   \n",
       " 32          服装/纺织/皮革   13032765.0  628c584cb244352e0e92248608u.png   \n",
       " 33                日化     873330.0  54d1e9c6712e7147fd813b3801a.png   \n",
       " 34              IT服务          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 35               互联网    8361671.0  5ed700f4ec4db462f82e4ddf01u.png   \n",
       " 36                日化          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 37                制药    7932064.0  5bfe8edd74719d35745a548603a.png   \n",
       " 38              IT服务          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 39          食品/饮料/酒水          NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " \n",
       "    comp.compScale                                 comp.link  \\\n",
       " 0        100-499人   https://www.liepin.com/company/9730786/   \n",
       " 1        100-499人  https://www.liepin.com/company/13307101/   \n",
       " 2      1000-2000人   https://www.liepin.com/company/1103040/   \n",
       " 3          50-99人   https://www.liepin.com/company/8112968/   \n",
       " 4        100-499人   https://www.liepin.com/company/9491766/   \n",
       " 5        100-499人   https://www.liepin.com/company/9491766/   \n",
       " 6        500-999人                                             \n",
       " 7        100-499人  https://www.liepin.com/company/13315477/   \n",
       " 8     5000-10000人   https://www.liepin.com/company/8916227/   \n",
       " 9          50-99人   https://www.liepin.com/company/9720899/   \n",
       " 10         50-99人   https://www.liepin.com/company/8112968/   \n",
       " 11         50-99人                                             \n",
       " 12         50-99人                                             \n",
       " 13     2000-5000人                                             \n",
       " 14          1-49人  https://www.liepin.com/company/13507215/   \n",
       " 15       100-499人   https://www.liepin.com/company/9491766/   \n",
       " 16       10000人以上    https://www.liepin.com/company/873330/   \n",
       " 17       10000人以上                                             \n",
       " 18       10000人以上   https://www.liepin.com/company/7864451/   \n",
       " 19       500-999人   https://www.liepin.com/company/7893643/   \n",
       " 20    5000-10000人   https://www.liepin.com/company/8506529/   \n",
       " 21     2000-5000人   https://www.liepin.com/company/8275623/   \n",
       " 22       10000人以上                                             \n",
       " 23       100-499人  https://www.liepin.com/company/12773635/   \n",
       " 24          1-49人                                             \n",
       " 25     2000-5000人                                             \n",
       " 26                                                            \n",
       " 27          1-49人   https://www.liepin.com/company/9283329/   \n",
       " 28    5000-10000人   https://www.liepin.com/company/7863327/   \n",
       " 29     2000-5000人   https://www.liepin.com/company/2664546/   \n",
       " 30       100-499人   https://www.liepin.com/company/7932064/   \n",
       " 31     2000-5000人  https://www.liepin.com/company/13032765/   \n",
       " 32     2000-5000人  https://www.liepin.com/company/13032765/   \n",
       " 33       10000人以上    https://www.liepin.com/company/873330/   \n",
       " 34       100-499人                                             \n",
       " 35       10000人以上   https://www.liepin.com/company/8361671/   \n",
       " 36     2000-5000人                                             \n",
       " 37       100-499人   https://www.liepin.com/company/7932064/   \n",
       " 38       100-499人                                             \n",
       " 39    5000-10000人                                             \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                       [供应链产品, 数据分析]   \n",
       " 1                 [云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]   \n",
       " 2    [数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...   \n",
       " 5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...   \n",
       " 6   [商业产品, 策略产品, 定价/竞价产品, 制造业, 家电行业, 房地产行业, 产品规划, ...   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]   \n",
       " 8                                                  []   \n",
       " 9                                  [产品开发, 产品规划, 产品运营]   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...   \n",
       " 11                                                 []   \n",
       " 12                                        [化妆品, to B]   \n",
       " 13                                           [web端产品]   \n",
       " 14           [护肤品, 竞品分析, 新锐国货护肤, 市场定位, 直播/视频产品, 产品开发]   \n",
       " 15  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...   \n",
       " 16                                  [to C, 电子商务, 消费品]   \n",
       " 17                                                 []   \n",
       " 18                                             [牙齿正畸]   \n",
       " 19                                                 []   \n",
       " 20                                                 []   \n",
       " 21                                             [泌尿外科]   \n",
       " 22                                             [to C]   \n",
       " 23                                                 []   \n",
       " 24                                                 []   \n",
       " 25                                   [化妆品, 消费品, 产品开发]   \n",
       " 26                                             [软件开发]   \n",
       " 27  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...   \n",
       " 28  [数据产品, 平台产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...   \n",
       " 29                                                 []   \n",
       " 30                                                 []   \n",
       " 31                                 [商品管理, 产品企划, 商品运营]   \n",
       " 32                                                 []   \n",
       " 33              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]   \n",
       " 34  [供应链产品, 风控产品, 工具产品, 安全产品, 平台产品, 电商产品, 中台产品, 政府...   \n",
       " 35  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...   \n",
       " 36                                 [市场营销, 产品管理, 产品开发]   \n",
       " 37                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]   \n",
       " 38  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...   \n",
       " 39                                                 []   \n",
       " \n",
       "                                        job.title  ...  job.requireEduLevel  \\\n",
       " 0                                         产品经理助理  ...                   大专   \n",
       " 1                                   产品经理（光伏智慧运维）  ...                 统招本科   \n",
       " 2                                    产品经理-电信信息化部  ...                 统招本科   \n",
       " 3                    产品经理（化妆品原料）/Product Manager  ...                   硕士   \n",
       " 4                                   自动驾驶产品经理（PM）  ...                 统招本科   \n",
       " 5                                 自动驾驶工具产品经理（PM）  ...                 统招本科   \n",
       " 6                           产品经理/Product Manager  ...                 统招本科   \n",
       " 7                            产品经理Product Manager  ...                   本科   \n",
       " 8             Product Sales Manager MR 产品销售经理 广州  ...                   本科   \n",
       " 9                                         电商产品经理  ...                   大专   \n",
       " 10                             助理产品经理（化妆品原料）/APM  ...                   本科   \n",
       " 11                                     化妆品原料产品经理  ...                 统招本科   \n",
       " 12                                          产品经理  ...                 统招本科   \n",
       " 13                         AI应用产品经理/港资企业正编/双休WLB  ...                 统招本科   \n",
       " 14                                       护肤品产品经理  ...                   本科   \n",
       " 15                                  自动驾驶（硬件）产品经理  ...                   本科   \n",
       " 16                                      eWMS产品经理  ...                 统招本科   \n",
       " 17                                     产品销售经理-广州  ...                 学历不限   \n",
       " 18                                  客户经理--齿科正畸产品  ...                 统招本科   \n",
       " 19                                    心血管产品线-总经理  ...                   硕士   \n",
       " 20                    Automation Product Manager  ...                   本科   \n",
       " 21                                        医药产品经理  ...                   硕士   \n",
       " 22                          eWMS Product Manager  ...                 学历不限   \n",
       " 23                                        助理产品经理  ...                 统招本科   \n",
       " 24                                        硬件产品经理  ...                本科及以上   \n",
       " 25  Assistant Product Manager / Product Manager   ...                本科及以上   \n",
       " 26                                          产品经理  ...                 统招本科   \n",
       " 27                                          产品经理  ...                   硕士   \n",
       " 28                                 产品经理（企业数字化转型）  ...                   本科   \n",
       " 29                                        数码产品经理  ...                   本科   \n",
       " 30                                  产品经理（工业消洗产品）  ...                   硕士   \n",
       " 31                         产品经理-产品企划（鞋类）(J13091)  ...                   本科   \n",
       " 32                             产品经理-产品企划(J13606)  ...                   本科   \n",
       " 33                          eWMS Product Manager  ...                 统招本科   \n",
       " 34                                          产品经理  ...                 统招本科   \n",
       " 35                        CRM实施顾问&项目经理PM(J12971)  ...                   本科   \n",
       " 36                              Product Manager   ...                本科及以上   \n",
       " 37                          微生物检测产品经理（制药或食品行业方向）  ...                   硕士   \n",
       " 38                                          产品经理  ...                 统招本科   \n",
       " 39                               Product Manager  ...                 统招本科   \n",
       " \n",
       "    job.requireWorkYears             recruiter.recruiterId recruiter.chatted  \\\n",
       " 0                  1-3年  c8d145acb0a3162c59941f318d428c38             False   \n",
       " 1                 10年以上  5d06cc8392806c6f2a078796e1b49e8f             False   \n",
       " 2                  3-5年  871518775391643a04bdffecc9c81011             False   \n",
       " 3                  3-5年  14799e1bef289c70aa9b550257de7ea8             False   \n",
       " 4                  3-5年  7da08eb2dc102f58400ecda04a611db0             False   \n",
       " 5                  3-5年  7da08eb2dc102f58400ecda04a611db0             False   \n",
       " 6                 5-10年  1ddf52f28236620a73d520f2e8bd293b             False   \n",
       " 7                  3-5年  74207202b9a1882cbe061eb681f898fc             False   \n",
       " 8                 5-10年  f08748e81b3b0757d734fc6b171fa589             False   \n",
       " 9                  1-3年  e478580dede58f33b410edb79f6d12d0             False   \n",
       " 10                 3-5年  14799e1bef289c70aa9b550257de7ea8             False   \n",
       " 11                 3-5年  9780c9933530029971f2c48a1f2fc365             False   \n",
       " 12                 3-5年  7660709be664be56c32a8aef2aff706d             False   \n",
       " 13                5-10年  ef813c13d17ddf72662825202deeb056             False   \n",
       " 14                 3-5年  a80eba34f864ad297e81914aa7340a4e             False   \n",
       " 15                 经验不限  1147dd557533b4567e1472c76bc04ebd             False   \n",
       " 16                 经验不限  f7de5de3cbf7fd89b9bfda7f445931e2             False   \n",
       " 17                 3-5年  b61494f006ea807945c2c8b358b10fa1             False   \n",
       " 18                 1-3年  f51c1d2e9c63ee702eb20f824463cbc5             False   \n",
       " 19                5-10年  8fc4003dfc916f929b36b77d06e3d22e             False   \n",
       " 20                5-10年  57a52ed73fed146b4c632be0178bfd3f             False   \n",
       " 21                 1-3年  22ab2b1a88769c3259935c280d474240             False   \n",
       " 22                 经验不限  ec2448066ad5cdf94f25083a3243b675             False   \n",
       " 23                5-10年  09129a3bc6f13614e4e32c50af3d5f75             False   \n",
       " 24                5-10年  1d96d00cfe919fa26a1adf5987777a35             False   \n",
       " 25                5-10年  375a1dfe17607510a0693c119d820cfb             False   \n",
       " 26                10年以上  4df980208f61abaa845b1031e141f2ce             False   \n",
       " 27                5-10年  8d90c26ed477481c5bfe988e1b72f121             False   \n",
       " 28                 3-5年  ed79e9abb562c2c2e3f3af8aab9ad0d7             False   \n",
       " 29                 3-5年  80a35acbf6b5573c5c8cd7b9f6ba8101             False   \n",
       " 30                 3-5年  7f371db882206fccd2bdf1809a52d3e6             False   \n",
       " 31                 3-5年  3466dbf14ff3a1923d3d8a2c8cd5b370             False   \n",
       " 32                5-10年  308332da68f592edf82050c4b8bff969             False   \n",
       " 33                5-10年  cd24cb737616cf6b537f73a32e6c2ba3             False   \n",
       " 34                10年以上  a94c79b32e2ac4b0b0a633f2b1b00a0c             False   \n",
       " 35                 3-5年  77ca96ebd1c0d4c9b55b81912526b943             False   \n",
       " 36                 1-3年  47227c6fbfcd952686963be95b15422d             False   \n",
       " 37                 3-5年  0f80a6460fa3a5f3c33c5fd0dac95307             False   \n",
       " 38                5-10年  8fc7562cc0d10f9479c452c56622eaa4             False   \n",
       " 39                5-10年  7829c0aa95f568cada116b3e040ec67e             False   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   5fdfb4259befbf07160bef405ccde8ba                    2   \n",
       " 1   a4eec1a320f628e2dc2616a5acb8537e                    2   \n",
       " 2   180268114ec479913eaad1f295204b5b                    2   \n",
       " 3   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 4   e2b135092ee70a2ae950a599d250d4ad                    2   \n",
       " 5   e2b135092ee70a2ae950a599d250d4ad                    2   \n",
       " 6   d874c5f87567784901ab80e4a8b96567                    2   \n",
       " 7   c161b9ea744ffb27d0e00b26797bdaff                    2   \n",
       " 8   8595d9ba8d1a1a2d801c17c79e240538                    2   \n",
       " 9   561ff6e28a2e9cb4aa6795a3148228ff                    2   \n",
       " 10  0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 11  14a8accf08a04a521806a0cca0964ad2                    2   \n",
       " 12  c55d8c37c29999932efebeb7f272cb14                    2   \n",
       " 13  7908151abdbef12e2efebeb7f272cb14                    2   \n",
       " 14  cafe4611fc9515e7c93dddf05a795d5c                    2   \n",
       " 15  6fa10ff6ea77d091528dabef14b76f2d                    2   \n",
       " 16  fadfc2ceb1f0029d4ad85438c465a917                    2   \n",
       " 17  985c18edc2b4008b04612e645251413c                    2   \n",
       " 18  7bcd6f67675b9b1f6042c177f0a1d2b1                    2   \n",
       " 19  5f6c20edff982c499f71bc73f10cbe5b                    2   \n",
       " 20  24c1cab13ef9bc2e801c17c79e240538                    2   \n",
       " 21  d4cc4bca17cae276aefc9b4a2bd8879c                    2   \n",
       " 22  d9615c119bb132bd55a0b6511a508218                    2   \n",
       " 23  ef271aa98fbd8615613a615479ad0f1e                    2   \n",
       " 24  73f267275bfde46ce68ea511f8a9efc5                    2   \n",
       " 25  37476b87b3e233679f90a7bcfdb96d0e                    2   \n",
       " 26  6576d39ac3d6a469337193710fe42056                    2   \n",
       " 27  edbe6a7c4ed9d6e5aaa70b13e477f173                    2   \n",
       " 28  beff7093463e459a613348042573671f                    2   \n",
       " 29  bd0efb08acc7704271de52c3bc0b6279                    2   \n",
       " 30  18f5af2ced812a43d6a9d1214a39013b                    2   \n",
       " 31  feaaf399e43a569d29323863fa1c0b93                    2   \n",
       " 32  7b8081a6d08696bafaf1d0d00bd33fc5                    2   \n",
       " 33  0d2213fbc6520bd4e4cd5c055e1e05ce                    2   \n",
       " 34  8a0305395cddc174dfb6df235db455f2                    2   \n",
       " 35  927752d28c878e66e4cd5c055e1e05ce                    2   \n",
       " 36  9cfdabc8878349689809d03804875792                    2   \n",
       " 37  767685575712890413dd84912f51618a                    2   \n",
       " 38  3a5b505a337c783db090656a5246961f                    2   \n",
       " 39  50fe96bee43de82980764db4dc5d059d                    2   \n",
       " \n",
       "     recruiter.recruiterName      recruiter.recruiterTitle  \\\n",
       " 0                       杜先生                                 \n",
       " 1                       简先生                        人力资源经理   \n",
       " 2                       陈女士                                 \n",
       " 3                       吴女士                 HR Specialist   \n",
       " 4                       侯先生                          HRBP   \n",
       " 5                       侯先生                          HRBP   \n",
       " 6                       谌女士                          猎头顾问   \n",
       " 7                       樊女士                           HRM   \n",
       " 8                       翁女士  Recruiter-Talent Acquisition   \n",
       " 9                       刘女士                          人事经理   \n",
       " 10                      吴女士                 HR Specialist   \n",
       " 11                      陈女士                          猎头顾问   \n",
       " 12                      朱女士                          猎头顾问   \n",
       " 13                      曾女士                          猎头顾问   \n",
       " 14                      周女士                            人事   \n",
       " 15                      程先生                          招聘专家   \n",
       " 16                      冯先生                     Recruiter   \n",
       " 17                      陈女士                          猎头顾问   \n",
       " 18                      徐女士            recruiting manager   \n",
       " 19                      刘先生                          招聘管理   \n",
       " 20                      王女士                        人力资源专员   \n",
       " 21                      刘先生                    高级医学信息沟通专员   \n",
       " 22                      林先生                          猎头顾问   \n",
       " 23                      黄女士                          招聘经理   \n",
       " 24                      唐女士                          猎头顾问   \n",
       " 25                      宋女士                          猎头顾问   \n",
       " 26                      邓先生                          猎头顾问   \n",
       " 27                Keli Tang                          HRBP   \n",
       " 28                      黎先生                          招聘主管   \n",
       " 29                      张先生                           112   \n",
       " 30                      陈女士                            HR   \n",
       " 31                      陈先生                                 \n",
       " 32                      林女士                    人力资源业务合作伙伴   \n",
       " 33                      杜先生                          招聘经理   \n",
       " 34                      赵女士                          猎头顾问   \n",
       " 35                      俞女士                            HR   \n",
       " 36                      孙女士                          猎头顾问   \n",
       " 37                      陈女士                                 \n",
       " 38                      蔡先生                          猎头顾问   \n",
       " 39                      陆女士                          猎头顾问   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compStage  \n",
       " 0    5f8f986aea60860b75384fab08u.jpg            NaN  \n",
       " 1    5f8f986bdfb13a7dee342f2108u.jpg             A轮  \n",
       " 2    571885ea45ce00977366da9105a.jpg            NaN  \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 4    5f8f986bdfb13a7dee342f2108u.jpg             C轮  \n",
       " 5    5f8f986bdfb13a7dee342f2108u.jpg             C轮  \n",
       " 6    5cb81b959fae687d43164cca03u.jpg          融资未公开  \n",
       " 7    5f8f9863f6d1ab58476f246a08u.jpg            NaN  \n",
       " 8    5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 9    5f8f986779c7cc70efbf36c008u.jpg            NaN  \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 11  6334ed78b3675f2b6ab1bc9801u.jpeg          融资未公开  \n",
       " 12   62a6c09a08bee4201e5c618f05u.png          融资未公开  \n",
       " 13   62c6abbf1551f613ff3fa49a08u.png          融资未公开  \n",
       " 14   643e492a7068273f730f4fe005u.png            NaN  \n",
       " 15   63a46574fd38b10039f0b94b05u.png             C轮  \n",
       " 16   63a9534728c57209b0f4aa0505u.png            NaN  \n",
       " 17   5f8fa3bdea60860b75385c7e08u.png          融资未公开  \n",
       " 18   5d639dabd0718579c6ce8cec04u.jpg            NaN  \n",
       " 19   5f8f986bdfb13a7dee342f2108u.jpg         沪深A股上市  \n",
       " 20   5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 21   5f8f986aea60860b75384fab08u.jpg           港股上市  \n",
       " 22   62f7aab56555120790d6013103u.png          融资未公开  \n",
       " 23   5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 24   5f8fa3bddfb13a7dee343d7608u.png            NaN  \n",
       " 25   6100c9081d756a75997a266703u.jpg          融资未公开  \n",
       " 26   62805e7707a1d17a9af2abd001u.jpg            NaN  \n",
       " 27   5f8f9865ea60860b75384fa508u.jpg            NaN  \n",
       " 28   5f8f9868f6d1ab58476f24a008u.jpg         沪深A股上市  \n",
       " 29   5f8f986aea60860b75384fab08u.jpg             其他  \n",
       " 30   5f8f9863f6d1ab58476f246a08u.jpg          融资未公开  \n",
       " 31   5f8f9868f6d1ab58476f24a008u.jpg            NaN  \n",
       " 32   5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       " 33   5f8f986aea60860b75384fab08u.jpg            NaN  \n",
       " 34   606ff339fd3cfa235c8a104e02u.png            NaN  \n",
       " 35   601baaab60c8320221e3c1d902u.png            已上市  \n",
       " 36  6321be3095ee1c04143439eb01u.jpeg          融资未公开  \n",
       " 37   5f8f98648dbe6273dcf8515508u.jpg          融资未公开  \n",
       " 38   5f8fa3a78dbe6273dcf85e2608u.png            NaN  \n",
       " 39   62fe2d4a95ee1c041432be7a05u.jpg          融资未公开  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"57816811\",\"recruiterName\":\"杜先生\",\"job...   \n",
       " 1   {\"jobId\":\"58002363\",\"recruiterName\":\"刘女士\",\"job...   \n",
       " 2   {\"jobId\":\"57754271\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 3   {\"jobId\":\"50965433\",\"recruiterName\":\"吴女士\",\"job...   \n",
       " 4   {\"jobId\":\"55703639\",\"recruiterName\":\"侯先生\",\"job...   \n",
       " 5   {\"jobId\":\"55703543\",\"recruiterName\":\"侯先生\",\"job...   \n",
       " 6   {\"jobId\":\"44053277\",\"recruiterName\":\"谌女士\",\"job...   \n",
       " 7   {\"jobId\":\"57679297\",\"recruiterName\":\"樊女士\",\"job...   \n",
       " 8   {\"jobId\":\"56689685\",\"recruiterName\":\"翁女士\",\"job...   \n",
       " 9   {\"jobId\":\"57140163\",\"recruiterName\":\"简先生\",\"job...   \n",
       " 10  {\"jobId\":\"57794503\",\"recruiterName\":\"吴女士\",\"job...   \n",
       " 11  {\"jobId\":\"45379571\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 12  {\"jobId\":\"45380041\",\"recruiterName\":\"朱女士\",\"job...   \n",
       " 13  {\"jobId\":\"44113675\",\"recruiterName\":\"曾女士\",\"job...   \n",
       " 14  {\"jobId\":\"57784639\",\"recruiterName\":\"徐女士\",\"job...   \n",
       " 15  {\"jobId\":\"57223711\",\"recruiterName\":\"程先生\",\"job...   \n",
       " 16  {\"jobId\":\"57001973\",\"recruiterName\":\"冯先生\",\"job...   \n",
       " 17  {\"jobId\":\"43492441\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 18  {\"jobId\":\"57889105\",\"recruiterName\":\"周女士\",\"job...   \n",
       " 19  {\"jobId\":\"56781907\",\"recruiterName\":\"刘先生\",\"job...   \n",
       " 20  {\"jobId\":\"56876529\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 21  {\"jobId\":\"57157157\",\"recruiterName\":\"刘先生\",\"job...   \n",
       " 22  {\"jobId\":\"44978805\",\"recruiterName\":\"林先生\",\"job...   \n",
       " 23  {\"jobId\":\"48604689\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 24  {\"jobId\":\"45327891\",\"recruiterName\":\"唐女士\",\"job...   \n",
       " 25  {\"jobId\":\"45187159\",\"recruiterName\":\"宋女士\",\"job...   \n",
       " 26  {\"jobId\":\"44709427\",\"recruiterName\":\"邓先生\",\"job...   \n",
       " 27  {\"jobId\":\"30477665\",\"recruiterName\":\"Keli Tang...   \n",
       " 28  {\"jobId\":\"56295007\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 29  {\"jobId\":\"43037645\",\"recruiterName\":\"张先生\",\"job...   \n",
       " 30  {\"jobId\":\"35923437\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 31  {\"jobId\":\"50466807\",\"recruiterName\":\"陈先生\",\"job...   \n",
       " 32  {\"jobId\":\"55829685\",\"recruiterName\":\"林女士\",\"job...   \n",
       " 33  {\"jobId\":\"54145433\",\"recruiterName\":\"杜先生\",\"job...   \n",
       " 34  {\"jobId\":\"45253831\",\"recruiterName\":\"赵女士\",\"job...   \n",
       " 35  {\"jobId\":\"57403583\",\"recruiterName\":\"俞女士\",\"job...   \n",
       " 36  {\"jobId\":\"45177357\",\"recruiterName\":\"孙女士\",\"job...   \n",
       " 37  {\"jobId\":\"48554057\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 38  {\"jobId\":\"45263747\",\"recruiterName\":\"蔡先生\",\"job...   \n",
       " 39  {\"jobId\":\"43309883\",\"recruiterName\":\"陆女士\",\"job...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                       [供应链产品, 数据分析]   \n",
       " 1                                  [产品开发, 产品规划, 产品运营]   \n",
       " 2    [数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...   \n",
       " 5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...   \n",
       " 6   [商业产品, 策略产品, 定价/竞价产品, 制造业, 家电行业, 房地产行业, 产品规划, ...   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]   \n",
       " 8                                                  []   \n",
       " 9                 [云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...   \n",
       " 11                                                 []   \n",
       " 12                                        [化妆品, to B]   \n",
       " 13                                           [web端产品]   \n",
       " 14                                             [牙齿正畸]   \n",
       " 15  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...   \n",
       " 16                                  [to C, 电子商务, 消费品]   \n",
       " 17                                                 []   \n",
       " 18           [护肤品, 竞品分析, 新锐国货护肤, 市场定位, 直播/视频产品, 产品开发]   \n",
       " 19                                                 []   \n",
       " 20                                                 []   \n",
       " 21                                             [泌尿外科]   \n",
       " 22                                             [to C]   \n",
       " 23                                                 []   \n",
       " 24                                                 []   \n",
       " 25                                   [化妆品, 消费品, 产品开发]   \n",
       " 26                                             [软件开发]   \n",
       " 27  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...   \n",
       " 28  [数据产品, 平台产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...   \n",
       " 29                                                 []   \n",
       " 30                                                 []   \n",
       " 31                                 [商品管理, 产品企划, 商品运营]   \n",
       " 32                                                 []   \n",
       " 33              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]   \n",
       " 34  [供应链产品, 风控产品, 工具产品, 安全产品, 平台产品, 电商产品, 中台产品, 政府...   \n",
       " 35  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...   \n",
       " 36                                 [市场营销, 产品管理, 产品开发]   \n",
       " 37                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]   \n",
       " 38  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...   \n",
       " 39                                                 []   \n",
       " \n",
       "                                        job.title job.jobId  job.salary  \\\n",
       " 0                                         产品经理助理  57816811    5-7k·13薪   \n",
       " 1                                         电商产品经理  58002363  10-15k·13薪   \n",
       " 2                                    产品经理-电信信息化部  57754271   8-12k·13薪   \n",
       " 3                    产品经理（化妆品原料）/Product Manager  50965433        薪资面议   \n",
       " 4                                   自动驾驶产品经理（PM）  55703639      25-35k   \n",
       " 5                                 自动驾驶工具产品经理（PM）  55703543      25-35k   \n",
       " 6                           产品经理/Product Manager  44053277      20-30k   \n",
       " 7                            产品经理Product Manager  57679297      20-25k   \n",
       " 8             Product Sales Manager MR 产品销售经理 广州  56689685        薪资面议   \n",
       " 9                                   产品经理（光伏智慧运维）  57140163  20-25k·13薪   \n",
       " 10                             助理产品经理（化妆品原料）/APM  57794503        薪资面议   \n",
       " 11                                     化妆品原料产品经理  45379571  30-45k·14薪   \n",
       " 12                                          产品经理  45380041      25-29k   \n",
       " 13                         AI应用产品经理/港资企业正编/双休WLB  44113675  15-24k·13薪   \n",
       " 14                                  客户经理--齿科正畸产品  57784639  10-14k·14薪   \n",
       " 15                                  自动驾驶（硬件）产品经理  57223711  25-50k·15薪   \n",
       " 16                                      eWMS产品经理  57001973  20-40k·14薪   \n",
       " 17                                     产品销售经理-广州  43492441  20-40k·16薪   \n",
       " 18                                       护肤品产品经理  57889105      20-30k   \n",
       " 19                                    心血管产品线-总经理  56781907  15-30k·16薪   \n",
       " 20                    Automation Product Manager  56876529  20-40k·13薪   \n",
       " 21                                        医药产品经理  57157157  25-30k·14薪   \n",
       " 22                          eWMS Product Manager  44978805  20-40k·15薪   \n",
       " 23                                        助理产品经理  48604689  15-25k·13薪   \n",
       " 24                                        硬件产品经理  45327891  30-50k·14薪   \n",
       " 25  Assistant Product Manager / Product Manager   45187159  18-30k·13薪   \n",
       " 26                                          产品经理  44709427  25-35k·14薪   \n",
       " 27                                          产品经理  30477665  18-40k·14薪   \n",
       " 28                                 产品经理（企业数字化转型）  56295007       6-10k   \n",
       " 29                                        数码产品经理  43037645        薪资面议   \n",
       " 30                                  产品经理（工业消洗产品）  35923437      12-30k   \n",
       " 31                         产品经理-产品企划（鞋类）(J13091)  50466807  14-28k·16薪   \n",
       " 32                             产品经理-产品企划(J13606)  55829685      15-25k   \n",
       " 33                          eWMS Product Manager  54145433        薪资面议   \n",
       " 34                                          产品经理  45253831      20-30k   \n",
       " 35                        CRM实施顾问&项目经理PM(J12971)  57403583      11-22k   \n",
       " 36                              Product Manager   45177357      25-30k   \n",
       " 37                          微生物检测产品经理（制药或食品行业方向）  48554057  15-20k·20薪   \n",
       " 38                                          产品经理  45263747      20-30k   \n",
       " 39                               Product Manager  43309883  30-40k·13薪   \n",
       " \n",
       "     job.dq job.jobKind                                     job.dataPromId  \\\n",
       " 0   广州-番禺区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 1   广州-越秀区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 2   广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 3   广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 4   广州-海珠区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 5   广州-海珠区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 6       广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 7   广州-番禺区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 8   广州-越秀区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 9   广州-黄埔区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 10  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 11      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 12  广州-天河区           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 13  广州-白云区           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 14  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 15      广州           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 16  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 17      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 18  广州-白云区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 19  广州-黄埔区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 20  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 21  广州-越秀区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 22      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 23  广州-黄埔区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 24  广州-海珠区           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 25      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 26      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 27  广州-越秀区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 28  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 29      广州           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 30      广州           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 31  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 32  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 33  广州-天河区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 34      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 35  广州-番禺区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 36      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 37  广州-黄埔区           2  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 38      广州           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " 39  广州-天河区           1  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       " \n",
       "    job.refreshTime  ...             recruiter.recruiterId  \\\n",
       " 0   20230420143604  ...  c8d145acb0a3162c59941f318d428c38   \n",
       " 1   20230421104505  ...  e478580dede58f33b410edb79f6d12d0   \n",
       " 2   20230412172946  ...  871518775391643a04bdffecc9c81011   \n",
       " 3   20230421104249  ...  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4   20230228112317  ...  7da08eb2dc102f58400ecda04a611db0   \n",
       " 5   20230228112317  ...  7da08eb2dc102f58400ecda04a611db0   \n",
       " 6   20230420094539  ...  1ddf52f28236620a73d520f2e8bd293b   \n",
       " 7   20230410215438  ...  74207202b9a1882cbe061eb681f898fc   \n",
       " 8   20230303234707  ...  f08748e81b3b0757d734fc6b171fa589   \n",
       " 9   20230414101314  ...  5d06cc8392806c6f2a078796e1b49e8f   \n",
       " 10  20230421104249  ...  14799e1bef289c70aa9b550257de7ea8   \n",
       " 11  20230418094351  ...  9780c9933530029971f2c48a1f2fc365   \n",
       " 12  20230418094857  ...  7660709be664be56c32a8aef2aff706d   \n",
       " 13  20230306145244  ...  ef813c13d17ddf72662825202deeb056   \n",
       " 14  20230418135442  ...  f51c1d2e9c63ee702eb20f824463cbc5   \n",
       " 15  20230412190939  ...  1147dd557533b4567e1472c76bc04ebd   \n",
       " 16  20230420115138  ...  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       " 17  20230418095014  ...  b61494f006ea807945c2c8b358b10fa1   \n",
       " 18  20230420093648  ...  a80eba34f864ad297e81914aa7340a4e   \n",
       " 19  20230421091558  ...  8fc4003dfc916f929b36b77d06e3d22e   \n",
       " 20  20230420095203  ...  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 21  20230321153342  ...  22ab2b1a88769c3259935c280d474240   \n",
       " 22  20230413114524  ...  ec2448066ad5cdf94f25083a3243b675   \n",
       " 23  20230301100715  ...  09129a3bc6f13614e4e32c50af3d5f75   \n",
       " 24  20230415235525  ...  1d96d00cfe919fa26a1adf5987777a35   \n",
       " 25  20230411142619  ...  375a1dfe17607510a0693c119d820cfb   \n",
       " 26  20230324111137  ...  4df980208f61abaa845b1031e141f2ce   \n",
       " 27  20230421112457  ...  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 28  20230221094711  ...  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 29  20210913204744  ...  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 30  20220319162445  ...  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 31  20221116184947  ...  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 32  20230206112123  ...  308332da68f592edf82050c4b8bff969   \n",
       " 33  20230421120042  ...  cd24cb737616cf6b537f73a32e6c2ba3   \n",
       " 34  20230413092954  ...  a94c79b32e2ac4b0b0a633f2b1b00a0c   \n",
       " 35  20230329180701  ...  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 36  20230421111742  ...  47227c6fbfcd952686963be95b15422d   \n",
       " 37  20230421083050  ...  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 38  20230421093115  ...  8fc7562cc0d10f9479c452c56622eaa4   \n",
       " 39  20230208175714  ...  7829c0aa95f568cada116b3e040ec67e   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType comp.compScale  \\\n",
       " 0   5fdfb4259befbf07160bef405ccde8ba                    2       100-499人   \n",
       " 1   561ff6e28a2e9cb4aa6795a3148228ff                    2         50-99人   \n",
       " 2   180268114ec479913eaad1f295204b5b                    2     1000-2000人   \n",
       " 3   0ce6f53a162e27cc9427b88c78d2ff1f                    2         50-99人   \n",
       " 4   e2b135092ee70a2ae950a599d250d4ad                    2       100-499人   \n",
       " 5   e2b135092ee70a2ae950a599d250d4ad                    2       100-499人   \n",
       " 6   d874c5f87567784901ab80e4a8b96567                    2       500-999人   \n",
       " 7   c161b9ea744ffb27d0e00b26797bdaff                    2       100-499人   \n",
       " 8   8595d9ba8d1a1a2d801c17c79e240538                    2    5000-10000人   \n",
       " 9   a4eec1a320f628e2dc2616a5acb8537e                    2       100-499人   \n",
       " 10  0ce6f53a162e27cc9427b88c78d2ff1f                    2         50-99人   \n",
       " 11  14a8accf08a04a521806a0cca0964ad2                    2         50-99人   \n",
       " 12  c55d8c37c29999932efebeb7f272cb14                    2         50-99人   \n",
       " 13  7908151abdbef12e2efebeb7f272cb14                    2     2000-5000人   \n",
       " 14  7bcd6f67675b9b1f6042c177f0a1d2b1                    2       10000人以上   \n",
       " 15  6fa10ff6ea77d091528dabef14b76f2d                    2       100-499人   \n",
       " 16  fadfc2ceb1f0029d4ad85438c465a917                    2       10000人以上   \n",
       " 17  985c18edc2b4008b04612e645251413c                    2       10000人以上   \n",
       " 18  cafe4611fc9515e7c93dddf05a795d5c                    2          1-49人   \n",
       " 19  5f6c20edff982c499f71bc73f10cbe5b                    2       500-999人   \n",
       " 20  24c1cab13ef9bc2e801c17c79e240538                    2    5000-10000人   \n",
       " 21  d4cc4bca17cae276aefc9b4a2bd8879c                    2     2000-5000人   \n",
       " 22  d9615c119bb132bd55a0b6511a508218                    2       10000人以上   \n",
       " 23  ef271aa98fbd8615613a615479ad0f1e                    2       100-499人   \n",
       " 24  73f267275bfde46ce68ea511f8a9efc5                    2          1-49人   \n",
       " 25  37476b87b3e233679f90a7bcfdb96d0e                    2     2000-5000人   \n",
       " 26  6576d39ac3d6a469337193710fe42056                    2                  \n",
       " 27  edbe6a7c4ed9d6e5aaa70b13e477f173                    2          1-49人   \n",
       " 28  beff7093463e459a613348042573671f                    2    5000-10000人   \n",
       " 29  bd0efb08acc7704271de52c3bc0b6279                    2     2000-5000人   \n",
       " 30  18f5af2ced812a43d6a9d1214a39013b                    2       100-499人   \n",
       " 31  feaaf399e43a569d29323863fa1c0b93                    2     2000-5000人   \n",
       " 32  7b8081a6d08696bafaf1d0d00bd33fc5                    2     2000-5000人   \n",
       " 33  0d2213fbc6520bd4e4cd5c055e1e05ce                    2       10000人以上   \n",
       " 34  8a0305395cddc174dfb6df235db455f2                    2       100-499人   \n",
       " 35  927752d28c878e66e4cd5c055e1e05ce                    2       10000人以上   \n",
       " 36  9cfdabc8878349689809d03804875792                    2     2000-5000人   \n",
       " 37  767685575712890413dd84912f51618a                    2       100-499人   \n",
       " 38  3a5b505a337c783db090656a5246961f                    2       100-499人   \n",
       " 39  50fe96bee43de82980764db4dc5d059d                    2    5000-10000人   \n",
       " \n",
       "     comp.compIndustry                    comp.compLogo comp.compId  \\\n",
       " 0         电子/半导体/集成电路  6260c4f2d16c9b55d258a16501u.png   9730786.0   \n",
       " 1               批发/零售  62946d5979452e421251b7f707u.png   9720899.0   \n",
       " 2            运营商/增值服务  5bfea3d874719d2aa34c9d1703a.png   1103040.0   \n",
       " 3              贸易/进出口  6274ee6d04a5ff469b10880402u.png   8112968.0   \n",
       " 4                人工智能  60a497de907306298575785f03u.png   9491766.0   \n",
       " 5                人工智能  60a497de907306298575785f03u.png   9491766.0   \n",
       " 6               机械/设备  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 7                IT服务  61b07937d0458d53c627567e02u.jpg  13315477.0   \n",
       " 8                医疗器械  5c0dfd9f570cb120f184080203u.jpg   8916227.0   \n",
       " 9         电力/热力/燃气/水务  6340de1e5f464d5d08fe1c8708u.png  13307101.0   \n",
       " 10             贸易/进出口  6274ee6d04a5ff469b10880402u.png   8112968.0   \n",
       " 11             贸易/进出口  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 12             贸易/进出口  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 13           食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 14                 化工  5bfe910574719d35745abfa303a.png   7864451.0   \n",
       " 15               人工智能  60a497de907306298575785f03u.png   9491766.0   \n",
       " 16                 日化  54d1e9c6712e7147fd813b3801a.png    873330.0   \n",
       " 17               医疗器械  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 18                 日化  61b07937d0458d53c627567e02u.jpg  13507215.0   \n",
       " 19               医疗器械  5bfe8ee374719d35745a559203a.png   7893643.0   \n",
       " 20               医疗器械  5952237b7032381b6822192505a.jpg   8506529.0   \n",
       " 21                 制药  5bfe916674719d35745ad29703a.png   8275623.0   \n",
       " 22           食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 23               仪器仪表  60b831ef7cc07936e59f518306u.png  12773635.0   \n",
       " 24            电气机械/器材  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 25                 日化  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 26                互联网  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 27             专业技术服务  59dc78457832e11b880f044c05a.png   9283329.0   \n",
       " 28               通信设备  5cc116c89fae687d43343d7308u.png   7863327.0   \n",
       " 29              计算机软件  5bfe92c174719d9f609a7b9603a.png   2664546.0   \n",
       " 30                 制药  5bfe8edd74719d35745a548603a.png   7932064.0   \n",
       " 31           服装/纺织/皮革  628c584cb244352e0e92248608u.png  13032765.0   \n",
       " 32           服装/纺织/皮革  628c584cb244352e0e92248608u.png  13032765.0   \n",
       " 33                 日化  54d1e9c6712e7147fd813b3801a.png    873330.0   \n",
       " 34               IT服务  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 35                互联网  5ed700f4ec4db462f82e4ddf01u.png   8361671.0   \n",
       " 36                 日化  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 37                 制药  5bfe8edd74719d35745a548603a.png   7932064.0   \n",
       " 38               IT服务  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 39           食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " \n",
       "        comp.compName                                 comp.link  comp.compStage  \n",
       " 0               京邦集团   https://www.liepin.com/company/9730786/             NaN  \n",
       " 1         广州愚记贸易有限公司   https://www.liepin.com/company/9720899/             NaN  \n",
       " 2              中数通信息   https://www.liepin.com/company/1103040/             NaN  \n",
       " 3               仙婷集团   https://www.liepin.com/company/8112968/             NaN  \n",
       " 4         文远知行WeRide   https://www.liepin.com/company/9491766/              C轮  \n",
       " 5         文远知行WeRide   https://www.liepin.com/company/9491766/              C轮  \n",
       " 6       某广州大型机械/设备公司                                                     融资未公开  \n",
       " 7     广州市新目标电子商务有限公司  https://www.liepin.com/company/13315477/             NaN  \n",
       " 8            西门子医疗系统   https://www.liepin.com/company/8916227/             NaN  \n",
       " 9   汇耀品尚能源科技(广州)有限公司  https://www.liepin.com/company/13307101/              A轮  \n",
       " 10              仙婷集团   https://www.liepin.com/company/8112968/             NaN  \n",
       " 11             某知名公司                                                     融资未公开  \n",
       " 12        某广州贸易进出口公司                                                     融资未公开  \n",
       " 13   某国内大型食品/饮料/日化公司                                                     融资未公开  \n",
       " 14              3M中国   https://www.liepin.com/company/7864451/             NaN  \n",
       " 15        文远知行WeRide   https://www.liepin.com/company/9491766/              C轮  \n",
       " 16          广州宝洁有限公司    https://www.liepin.com/company/873330/             NaN  \n",
       " 17       某上海大型医疗器械公司                                                     融资未公开  \n",
       " 18             广州众有米  https://www.liepin.com/company/13507215/             NaN  \n",
       " 19            阳普医疗股份   https://www.liepin.com/company/7893643/          沪深A股上市  \n",
       " 20               丹纳赫   https://www.liepin.com/company/8506529/             NaN  \n",
       " 21              康方生物   https://www.liepin.com/company/8275623/            港股上市  \n",
       " 22   某广州大型食品/饮料/酒水公司                                                     融资未公开  \n",
       " 23      索恩照明(广州)有限公司  https://www.liepin.com/company/12773635/             NaN  \n",
       " 24      某广州电气机械/器材公司                                                       NaN  \n",
       " 25         某国内大型日化公司                                                     融资未公开  \n",
       " 26          某广州互联网公司                                                       NaN  \n",
       " 27      即能科技(广州)有限公司   https://www.liepin.com/company/9283329/             NaN  \n",
       " 28              润建股份   https://www.liepin.com/company/7863327/          沪深A股上市  \n",
       " 29              汇丰软件   https://www.liepin.com/company/2664546/              其他  \n",
       " 30     广东环凯微生物科技有限公司   https://www.liepin.com/company/7932064/           融资未公开  \n",
       " 31             斯凯奇中国  https://www.liepin.com/company/13032765/             NaN  \n",
       " 32             斯凯奇中国  https://www.liepin.com/company/13032765/             NaN  \n",
       " 33          广州宝洁有限公司    https://www.liepin.com/company/873330/             NaN  \n",
       " 34         某广州IT服务公司                                                       NaN  \n",
       " 35    上海汉得信息技术股份有限公司   https://www.liepin.com/company/8361671/             已上市  \n",
       " 36        某国内大型快消品公司                                                     融资未公开  \n",
       " 37     广东环凯微生物科技有限公司   https://www.liepin.com/company/7932064/           融资未公开  \n",
       " 38         某广州IT服务公司                                                       NaN  \n",
       " 39   某广州大型食品/饮料/酒水公司                                                     融资未公开  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
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       " \n",
       "                                              dataInfo  \\\n",
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       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            job.labels job.jobKind  job.salary  \\\n",
       " 0                                       [供应链产品, 数据分析]           2    5-7k·13薪   \n",
       " 1                                  [产品开发, 产品规划, 产品运营]           2  10-15k·13薪   \n",
       " 2                 [云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]           2  20-25k·13薪   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...           2        薪资面议   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...           2      25-35k   \n",
       " 5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...           2      25-35k   \n",
       " 6   [商业产品, 策略产品, 定价/竞价产品, 制造业, 家电行业, 房地产行业, 产品规划, ...           1      20-30k   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]           2      20-25k   \n",
       " 8                                                  []           2        薪资面议   \n",
       " 9    [数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]           2   8-12k·13薪   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...           2        薪资面议   \n",
       " 11                                                 []           1  30-45k·14薪   \n",
       " 12                                        [化妆品, to B]           1      25-29k   \n",
       " 13                                           [web端产品]           1  15-24k·13薪   \n",
       " 14                                                 []           2  15-30k·16薪   \n",
       " 15  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...           2  25-50k·15薪   \n",
       " 16                                  [to C, 电子商务, 消费品]           2  20-40k·14薪   \n",
       " 17                                                 []           1  20-40k·16薪   \n",
       " 18           [护肤品, 竞品分析, 新锐国货护肤, 市场定位, 直播/视频产品, 产品开发]           2      20-30k   \n",
       " 19                                             [牙齿正畸]           2  10-14k·14薪   \n",
       " 20                                                 []           2  20-40k·13薪   \n",
       " 21                                             [泌尿外科]           2  25-30k·14薪   \n",
       " 22                                             [to C]           1  20-40k·15薪   \n",
       " 23                                                 []           2  15-25k·13薪   \n",
       " 24                                                 []           1  30-50k·14薪   \n",
       " 25                                   [化妆品, 消费品, 产品开发]           1  18-30k·13薪   \n",
       " 26                                             [软件开发]           1  25-35k·14薪   \n",
       " 27  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...           2  18-40k·14薪   \n",
       " 28  [数据产品, 平台产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...           2       6-10k   \n",
       " 29                                                 []           2        薪资面议   \n",
       " 30                                                 []           2      12-30k   \n",
       " 31                                 [商品管理, 产品企划, 商品运营]           2  14-28k·16薪   \n",
       " 32                                                 []           2      15-25k   \n",
       " 33              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]           2        薪资面议   \n",
       " 34  [供应链产品, 风控产品, 工具产品, 安全产品, 平台产品, 电商产品, 中台产品, 政府...           1      20-30k   \n",
       " 35  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...           2      11-22k   \n",
       " 36                                 [市场营销, 产品管理, 产品开发]           1      25-30k   \n",
       " 37                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]           2  15-20k·20薪   \n",
       " 38  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...           1      20-30k   \n",
       " 39                                                 []           1  30-40k·13薪   \n",
       " \n",
       "     job.dq                                     job.title job.refreshTime  \\\n",
       " 0   广州-番禺区                                        产品经理助理  20230420143604   \n",
       " 1   广州-越秀区                                        电商产品经理  20230421104505   \n",
       " 2   广州-黄埔区                                  产品经理（光伏智慧运维）  20230414101314   \n",
       " 3   广州-天河区                   产品经理（化妆品原料）/Product Manager  20230421104249   \n",
       " 4   广州-海珠区                                  自动驾驶产品经理（PM）  20230228112317   \n",
       " 5   广州-海珠区                                自动驾驶工具产品经理（PM）  20230228112317   \n",
       " 6       广州                          产品经理/Product Manager  20230420094539   \n",
       " 7   广州-番禺区                           产品经理Product Manager  20230410215438   \n",
       " 8   广州-越秀区            Product Sales Manager MR 产品销售经理 广州  20230303234707   \n",
       " 9   广州-天河区                                   产品经理-电信信息化部  20230412172946   \n",
       " 10  广州-天河区                             助理产品经理（化妆品原料）/APM  20230421104249   \n",
       " 11      广州                                     化妆品原料产品经理  20230418094351   \n",
       " 12  广州-天河区                                          产品经理  20230418094857   \n",
       " 13  广州-白云区                         AI应用产品经理/港资企业正编/双休WLB  20230306145244   \n",
       " 14  广州-黄埔区                                    心血管产品线-总经理  20230421091558   \n",
       " 15      广州                                  自动驾驶（硬件）产品经理  20230412190939   \n",
       " 16  广州-天河区                                      eWMS产品经理  20230420115138   \n",
       " 17      广州                                     产品销售经理-广州  20230418095014   \n",
       " 18  广州-白云区                                       护肤品产品经理  20230420093648   \n",
       " 19  广州-天河区                                  客户经理--齿科正畸产品  20230418135442   \n",
       " 20  广州-天河区                    Automation Product Manager  20230420095203   \n",
       " 21  广州-越秀区                                        医药产品经理  20230321153342   \n",
       " 22      广州                          eWMS Product Manager  20230413114524   \n",
       " 23  广州-黄埔区                                        助理产品经理  20230301100715   \n",
       " 24  广州-海珠区                                        硬件产品经理  20230415235525   \n",
       " 25      广州  Assistant Product Manager / Product Manager   20230411142619   \n",
       " 26      广州                                          产品经理  20230324111137   \n",
       " 27  广州-越秀区                                          产品经理  20230421112457   \n",
       " 28  广州-天河区                                 产品经理（企业数字化转型）  20230221094711   \n",
       " 29      广州                                        数码产品经理  20210913204744   \n",
       " 30      广州                                  产品经理（工业消洗产品）  20220319162445   \n",
       " 31  广州-天河区                         产品经理-产品企划（鞋类）(J13091)  20221116184947   \n",
       " 32  广州-天河区                             产品经理-产品企划(J13606)  20230206112123   \n",
       " 33  广州-天河区                          eWMS Product Manager  20230421120042   \n",
       " 34      广州                                          产品经理  20230413092954   \n",
       " 35  广州-番禺区                        CRM实施顾问&项目经理PM(J12971)  20230329180701   \n",
       " 36      广州                              Product Manager   20230421111742   \n",
       " 37  广州-黄埔区                          微生物检测产品经理（制药或食品行业方向）  20230421083050   \n",
       " 38      广州                                          产品经理  20230421093115   \n",
       " 39  广州-天河区                               Product Manager  20230208175714   \n",
       " \n",
       "    job.jobId  job.advViewFlag  ...                    recruiter.imId  \\\n",
       " 0   57816811             True  ...  5fdfb4259befbf07160bef405ccde8ba   \n",
       " 1   58002363             True  ...  561ff6e28a2e9cb4aa6795a3148228ff   \n",
       " 2   57140163             True  ...  a4eec1a320f628e2dc2616a5acb8537e   \n",
       " 3   50965433            False  ...  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 4   55703639            False  ...  e2b135092ee70a2ae950a599d250d4ad   \n",
       " 5   55703543            False  ...  e2b135092ee70a2ae950a599d250d4ad   \n",
       " 6   44053277            False  ...  d874c5f87567784901ab80e4a8b96567   \n",
       " 7   57679297            False  ...  c161b9ea744ffb27d0e00b26797bdaff   \n",
       " 8   56689685            False  ...  8595d9ba8d1a1a2d801c17c79e240538   \n",
       " 9   57754271            False  ...  180268114ec479913eaad1f295204b5b   \n",
       " 10  57794503            False  ...  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 11  45379571            False  ...  14a8accf08a04a521806a0cca0964ad2   \n",
       " 12  45380041            False  ...  c55d8c37c29999932efebeb7f272cb14   \n",
       " 13  44113675            False  ...  7908151abdbef12e2efebeb7f272cb14   \n",
       " 14  56781907            False  ...  5f6c20edff982c499f71bc73f10cbe5b   \n",
       " 15  57223711            False  ...  6fa10ff6ea77d091528dabef14b76f2d   \n",
       " 16  57001973            False  ...  fadfc2ceb1f0029d4ad85438c465a917   \n",
       " 17  43492441            False  ...  985c18edc2b4008b04612e645251413c   \n",
       " 18  57889105            False  ...  cafe4611fc9515e7c93dddf05a795d5c   \n",
       " 19  57784639            False  ...  7bcd6f67675b9b1f6042c177f0a1d2b1   \n",
       " 20  56876529            False  ...  24c1cab13ef9bc2e801c17c79e240538   \n",
       " 21  57157157            False  ...  d4cc4bca17cae276aefc9b4a2bd8879c   \n",
       " 22  44978805            False  ...  d9615c119bb132bd55a0b6511a508218   \n",
       " 23  48604689            False  ...  ef271aa98fbd8615613a615479ad0f1e   \n",
       " 24  45327891            False  ...  73f267275bfde46ce68ea511f8a9efc5   \n",
       " 25  45187159            False  ...  37476b87b3e233679f90a7bcfdb96d0e   \n",
       " 26  44709427            False  ...  6576d39ac3d6a469337193710fe42056   \n",
       " 27  30477665            False  ...  edbe6a7c4ed9d6e5aaa70b13e477f173   \n",
       " 28  56295007            False  ...  beff7093463e459a613348042573671f   \n",
       " 29  43037645            False  ...  bd0efb08acc7704271de52c3bc0b6279   \n",
       " 30  35923437            False  ...  18f5af2ced812a43d6a9d1214a39013b   \n",
       " 31  50466807            False  ...  feaaf399e43a569d29323863fa1c0b93   \n",
       " 32  55829685            False  ...  7b8081a6d08696bafaf1d0d00bd33fc5   \n",
       " 33  54145433            False  ...  0d2213fbc6520bd4e4cd5c055e1e05ce   \n",
       " 34  45253831            False  ...  8a0305395cddc174dfb6df235db455f2   \n",
       " 35  57403583            False  ...  927752d28c878e66e4cd5c055e1e05ce   \n",
       " 36  45177357            False  ...  9cfdabc8878349689809d03804875792   \n",
       " 37  48554057            False  ...  767685575712890413dd84912f51618a   \n",
       " 38  45263747            False  ...  3a5b505a337c783db090656a5246961f   \n",
       " 39  43309883            False  ...  50fe96bee43de82980764db4dc5d059d   \n",
       " \n",
       "    recruiter.imUserType          recruiter.recruiterPhoto comp.compScale  \\\n",
       " 0                     2   5f8f986aea60860b75384fab08u.jpg       100-499人   \n",
       " 1                     2   5f8f986779c7cc70efbf36c008u.jpg         50-99人   \n",
       " 2                     2   5f8f986bdfb13a7dee342f2108u.jpg       100-499人   \n",
       " 3                     2   5f8f98648dbe6273dcf8515508u.jpg         50-99人   \n",
       " 4                     2   5f8f986bdfb13a7dee342f2108u.jpg       100-499人   \n",
       " 5                     2   5f8f986bdfb13a7dee342f2108u.jpg       100-499人   \n",
       " 6                     2   5cb81b959fae687d43164cca03u.jpg       500-999人   \n",
       " 7                     2   5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       " 8                     2   5f8f98648dbe6273dcf8515508u.jpg    5000-10000人   \n",
       " 9                     2   571885ea45ce00977366da9105a.jpg     1000-2000人   \n",
       " 10                    2   5f8f98648dbe6273dcf8515508u.jpg         50-99人   \n",
       " 11                    2  6334ed78b3675f2b6ab1bc9801u.jpeg         50-99人   \n",
       " 12                    2   62a6c09a08bee4201e5c618f05u.png         50-99人   \n",
       " 13                    2   62c6abbf1551f613ff3fa49a08u.png     2000-5000人   \n",
       " 14                    2   5f8f986bdfb13a7dee342f2108u.jpg       500-999人   \n",
       " 15                    2   63a46574fd38b10039f0b94b05u.png       100-499人   \n",
       " 16                    2   63a9534728c57209b0f4aa0505u.png       10000人以上   \n",
       " 17                    2   5f8fa3bdea60860b75385c7e08u.png       10000人以上   \n",
       " 18                    2   643e492a7068273f730f4fe005u.png          1-49人   \n",
       " 19                    2   5d639dabd0718579c6ce8cec04u.jpg       10000人以上   \n",
       " 20                    2   5f8f98648dbe6273dcf8515508u.jpg    5000-10000人   \n",
       " 21                    2   5f8f986aea60860b75384fab08u.jpg     2000-5000人   \n",
       " 22                    2   62f7aab56555120790d6013103u.png       10000人以上   \n",
       " 23                    2   5f8f9865ea60860b75384fa508u.jpg       100-499人   \n",
       " 24                    2   5f8fa3bddfb13a7dee343d7608u.png          1-49人   \n",
       " 25                    2   6100c9081d756a75997a266703u.jpg     2000-5000人   \n",
       " 26                    2   62805e7707a1d17a9af2abd001u.jpg                  \n",
       " 27                    2   5f8f9865ea60860b75384fa508u.jpg          1-49人   \n",
       " 28                    2   5f8f9868f6d1ab58476f24a008u.jpg    5000-10000人   \n",
       " 29                    2   5f8f986aea60860b75384fab08u.jpg     2000-5000人   \n",
       " 30                    2   5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       " 31                    2   5f8f9868f6d1ab58476f24a008u.jpg     2000-5000人   \n",
       " 32                    2   5f8f98648dbe6273dcf8515508u.jpg     2000-5000人   \n",
       " 33                    2   5f8f986aea60860b75384fab08u.jpg       10000人以上   \n",
       " 34                    2   606ff339fd3cfa235c8a104e02u.png       100-499人   \n",
       " 35                    2   601baaab60c8320221e3c1d902u.png       10000人以上   \n",
       " 36                    2  6321be3095ee1c04143439eb01u.jpeg     2000-5000人   \n",
       " 37                    2   5f8f98648dbe6273dcf8515508u.jpg       100-499人   \n",
       " 38                    2   5f8fa3a78dbe6273dcf85e2608u.png       100-499人   \n",
       " 39                    2   62fe2d4a95ee1c041432be7a05u.jpg    5000-10000人   \n",
       " \n",
       "                       comp.compLogo comp.compId     comp.compName  \\\n",
       " 0   6260c4f2d16c9b55d258a16501u.png   9730786.0              京邦集团   \n",
       " 1   62946d5979452e421251b7f707u.png   9720899.0        广州愚记贸易有限公司   \n",
       " 2   6340de1e5f464d5d08fe1c8708u.png  13307101.0  汇耀品尚能源科技(广州)有限公司   \n",
       " 3   6274ee6d04a5ff469b10880402u.png   8112968.0              仙婷集团   \n",
       " 4   60a497de907306298575785f03u.png   9491766.0        文远知行WeRide   \n",
       " 5   60a497de907306298575785f03u.png   9491766.0        文远知行WeRide   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png         NaN      某广州大型机械/设备公司   \n",
       " 7   61b07937d0458d53c627567e02u.jpg  13315477.0    广州市新目标电子商务有限公司   \n",
       " 8   5c0dfd9f570cb120f184080203u.jpg   8916227.0           西门子医疗系统   \n",
       " 9   5bfea3d874719d2aa34c9d1703a.png   1103040.0             中数通信息   \n",
       " 10  6274ee6d04a5ff469b10880402u.png   8112968.0              仙婷集团   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png         NaN             某知名公司   \n",
       " 12  60e2fe0bf3df194a3c48adb502u.png         NaN        某广州贸易进出口公司   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png         NaN   某国内大型食品/饮料/日化公司   \n",
       " 14  5bfe8ee374719d35745a559203a.png   7893643.0            阳普医疗股份   \n",
       " 15  60a497de907306298575785f03u.png   9491766.0        文远知行WeRide   \n",
       " 16  54d1e9c6712e7147fd813b3801a.png    873330.0          广州宝洁有限公司   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png         NaN       某上海大型医疗器械公司   \n",
       " 18  61b07937d0458d53c627567e02u.jpg  13507215.0             广州众有米   \n",
       " 19  5bfe910574719d35745abfa303a.png   7864451.0              3M中国   \n",
       " 20  5952237b7032381b6822192505a.jpg   8506529.0               丹纳赫   \n",
       " 21  5bfe916674719d35745ad29703a.png   8275623.0              康方生物   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png         NaN   某广州大型食品/饮料/酒水公司   \n",
       " 23  60b831ef7cc07936e59f518306u.png  12773635.0      索恩照明(广州)有限公司   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png         NaN      某广州电气机械/器材公司   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png         NaN         某国内大型日化公司   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png         NaN          某广州互联网公司   \n",
       " 27  59dc78457832e11b880f044c05a.png   9283329.0      即能科技(广州)有限公司   \n",
       " 28  5cc116c89fae687d43343d7308u.png   7863327.0              润建股份   \n",
       " 29  5bfe92c174719d9f609a7b9603a.png   2664546.0              汇丰软件   \n",
       " 30  5bfe8edd74719d35745a548603a.png   7932064.0     广东环凯微生物科技有限公司   \n",
       " 31  628c584cb244352e0e92248608u.png  13032765.0             斯凯奇中国   \n",
       " 32  628c584cb244352e0e92248608u.png  13032765.0             斯凯奇中国   \n",
       " 33  54d1e9c6712e7147fd813b3801a.png    873330.0          广州宝洁有限公司   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png         NaN         某广州IT服务公司   \n",
       " 35  5ed700f4ec4db462f82e4ddf01u.png   8361671.0    上海汉得信息技术股份有限公司   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png         NaN        某国内大型快消品公司   \n",
       " 37  5bfe8edd74719d35745a548603a.png   7932064.0     广东环凯微生物科技有限公司   \n",
       " 38  60e2fe0bf3df194a3c48adb502u.png         NaN         某广州IT服务公司   \n",
       " 39  60e2fe0bf3df194a3c48adb502u.png         NaN   某广州大型食品/饮料/酒水公司   \n",
       " \n",
       "     comp.compIndustry                                 comp.link comp.compStage  \n",
       " 0         电子/半导体/集成电路   https://www.liepin.com/company/9730786/            NaN  \n",
       " 1               批发/零售   https://www.liepin.com/company/9720899/            NaN  \n",
       " 2         电力/热力/燃气/水务  https://www.liepin.com/company/13307101/             A轮  \n",
       " 3              贸易/进出口   https://www.liepin.com/company/8112968/            NaN  \n",
       " 4                人工智能   https://www.liepin.com/company/9491766/             C轮  \n",
       " 5                人工智能   https://www.liepin.com/company/9491766/             C轮  \n",
       " 6               机械/设备                                                    融资未公开  \n",
       " 7                IT服务  https://www.liepin.com/company/13315477/            NaN  \n",
       " 8                医疗器械   https://www.liepin.com/company/8916227/            NaN  \n",
       " 9            运营商/增值服务   https://www.liepin.com/company/1103040/            NaN  \n",
       " 10             贸易/进出口   https://www.liepin.com/company/8112968/            NaN  \n",
       " 11             贸易/进出口                                                    融资未公开  \n",
       " 12             贸易/进出口                                                    融资未公开  \n",
       " 13           食品/饮料/酒水                                                    融资未公开  \n",
       " 14               医疗器械   https://www.liepin.com/company/7893643/         沪深A股上市  \n",
       " 15               人工智能   https://www.liepin.com/company/9491766/             C轮  \n",
       " 16                 日化    https://www.liepin.com/company/873330/            NaN  \n",
       " 17               医疗器械                                                    融资未公开  \n",
       " 18                 日化  https://www.liepin.com/company/13507215/            NaN  \n",
       " 19                 化工   https://www.liepin.com/company/7864451/            NaN  \n",
       " 20               医疗器械   https://www.liepin.com/company/8506529/            NaN  \n",
       " 21                 制药   https://www.liepin.com/company/8275623/           港股上市  \n",
       " 22           食品/饮料/酒水                                                    融资未公开  \n",
       " 23               仪器仪表  https://www.liepin.com/company/12773635/            NaN  \n",
       " 24            电气机械/器材                                                      NaN  \n",
       " 25                 日化                                                    融资未公开  \n",
       " 26                互联网                                                      NaN  \n",
       " 27             专业技术服务   https://www.liepin.com/company/9283329/            NaN  \n",
       " 28               通信设备   https://www.liepin.com/company/7863327/         沪深A股上市  \n",
       " 29              计算机软件   https://www.liepin.com/company/2664546/             其他  \n",
       " 30                 制药   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 31           服装/纺织/皮革  https://www.liepin.com/company/13032765/            NaN  \n",
       " 32           服装/纺织/皮革  https://www.liepin.com/company/13032765/            NaN  \n",
       " 33                 日化    https://www.liepin.com/company/873330/            NaN  \n",
       " 34               IT服务                                                      NaN  \n",
       " 35                互联网   https://www.liepin.com/company/8361671/            已上市  \n",
       " 36                 日化                                                    融资未公开  \n",
       " 37                 制药   https://www.liepin.com/company/7932064/          融资未公开  \n",
       " 38               IT服务                                                      NaN  \n",
       " 39           食品/饮料/酒水                                                    融资未公开  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"杜先生\",\"imId\":\"5fdfb4259befbf0...   \n",
       " 1   {\"recruiterName\":\"刘女士\",\"imId\":\"561ff6e28a2e9cb...   \n",
       " 2   {\"recruiterName\":\"简先生\",\"imId\":\"a4eec1a320f628e...   \n",
       " 3   {\"recruiterName\":\"吴女士\",\"imId\":\"0ce6f53a162e27c...   \n",
       " 4   {\"recruiterName\":\"侯先生\",\"imId\":\"e2b135092ee70a2...   \n",
       " 5   {\"recruiterName\":\"侯先生\",\"imId\":\"e2b135092ee70a2...   \n",
       " 6   {\"recruiterName\":\"谌女士\",\"imId\":\"d874c5f87567784...   \n",
       " 7   {\"recruiterName\":\"樊女士\",\"imId\":\"c161b9ea744ffb2...   \n",
       " 8   {\"recruiterName\":\"翁女士\",\"imId\":\"8595d9ba8d1a1a2...   \n",
       " 9   {\"recruiterName\":\"陈女士\",\"imId\":\"180268114ec4799...   \n",
       " 10  {\"recruiterName\":\"吴女士\",\"imId\":\"0ce6f53a162e27c...   \n",
       " 11  {\"recruiterName\":\"陈女士\",\"imId\":\"14a8accf08a04a5...   \n",
       " 12  {\"recruiterName\":\"朱女士\",\"imId\":\"c55d8c37c299999...   \n",
       " 13  {\"recruiterName\":\"曾女士\",\"imId\":\"7908151abdbef12...   \n",
       " 14  {\"recruiterName\":\"刘先生\",\"imId\":\"5f6c20edff982c4...   \n",
       " 15  {\"recruiterName\":\"程先生\",\"imId\":\"6fa10ff6ea77d09...   \n",
       " 16  {\"recruiterName\":\"冯先生\",\"imId\":\"fadfc2ceb1f0029...   \n",
       " 17  {\"recruiterName\":\"陈女士\",\"imId\":\"985c18edc2b4008...   \n",
       " 18  {\"recruiterName\":\"周女士\",\"imId\":\"cafe4611fc9515e...   \n",
       " 19  {\"recruiterName\":\"徐女士\",\"imId\":\"7bcd6f67675b9b1...   \n",
       " 20  {\"recruiterName\":\"王女士\",\"imId\":\"24c1cab13ef9bc2...   \n",
       " 21  {\"recruiterName\":\"刘先生\",\"imId\":\"d4cc4bca17cae27...   \n",
       " 22  {\"recruiterName\":\"林先生\",\"imId\":\"d9615c119bb132b...   \n",
       " 23  {\"recruiterName\":\"黄女士\",\"imId\":\"ef271aa98fbd861...   \n",
       " 24  {\"recruiterName\":\"唐女士\",\"imId\":\"73f267275bfde46...   \n",
       " 25  {\"recruiterName\":\"宋女士\",\"imId\":\"37476b87b3e2336...   \n",
       " 26  {\"recruiterName\":\"邓先生\",\"imId\":\"6576d39ac3d6a46...   \n",
       " 27  {\"recruiterName\":\"Keli Tang\",\"imId\":\"edbe6a7c4...   \n",
       " 28  {\"recruiterName\":\"黎先生\",\"imId\":\"beff7093463e459...   \n",
       " 29  {\"recruiterName\":\"张先生\",\"imId\":\"bd0efb08acc7704...   \n",
       " 30  {\"recruiterName\":\"陈女士\",\"imId\":\"18f5af2ced812a4...   \n",
       " 31  {\"recruiterName\":\"陈先生\",\"imId\":\"feaaf399e43a569...   \n",
       " 32  {\"recruiterName\":\"林女士\",\"imId\":\"7b8081a6d08696b...   \n",
       " 33  {\"recruiterName\":\"杜先生\",\"imId\":\"0d2213fbc6520bd...   \n",
       " 34  {\"recruiterName\":\"赵女士\",\"imId\":\"8a0305395cddc17...   \n",
       " 35  {\"recruiterName\":\"俞女士\",\"imId\":\"927752d28c878e6...   \n",
       " 36  {\"recruiterName\":\"孙女士\",\"imId\":\"9cfdabc88783496...   \n",
       " 37  {\"recruiterName\":\"陈女士\",\"imId\":\"767685575712890...   \n",
       " 38  {\"recruiterName\":\"蔡先生\",\"imId\":\"3a5b505a337c783...   \n",
       " 39  {\"recruiterName\":\"陆女士\",\"imId\":\"50fe96bee43de82...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 1   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 2   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 3   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 4   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 5   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 6   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 7   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 8   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 9   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 10  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 11  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 12  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 13  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 14  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 15  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 16  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 17  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 18  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 19  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 20  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 21  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 22  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 23  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 24  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 25  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 26  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 27  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 28  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 29  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 30  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 31  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 32  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 33  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 34  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 35  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 36  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 37  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 38  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 39  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " \n",
       "                                            job.labels job.pcOuterLink  \\\n",
       " 0                                       [供应链产品, 数据分析]                   \n",
       " 1                                  [产品开发, 产品规划, 产品运营]                   \n",
       " 2                 [云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]                   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...                   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...                   \n",
       " 5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...                   \n",
       " 6   [商业产品, 策略产品, 定价/竞价产品, 制造业, 家电行业, 房地产行业, 产品规划, ...             NaN   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]                   \n",
       " 8                                                  []                   \n",
       " 9    [数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]                   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...                   \n",
       " 11                                                 []             NaN   \n",
       " 12                                        [化妆品, to B]             NaN   \n",
       " 13                                           [web端产品]             NaN   \n",
       " 14                                                 []                   \n",
       " 15  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...                   \n",
       " 16                                  [to C, 电子商务, 消费品]                   \n",
       " 17                                                 []             NaN   \n",
       " 18           [护肤品, 竞品分析, 新锐国货护肤, 市场定位, 直播/视频产品, 产品开发]                   \n",
       " 19                                             [牙齿正畸]                   \n",
       " 20                                                 []                   \n",
       " 21                                             [泌尿外科]                   \n",
       " 22                                             [to C]             NaN   \n",
       " 23                                                 []                   \n",
       " 24                                                 []             NaN   \n",
       " 25                                   [化妆品, 消费品, 产品开发]             NaN   \n",
       " 26                                             [软件开发]             NaN   \n",
       " 27  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...                   \n",
       " 28  [数据产品, 平台产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...                   \n",
       " 29                                                 []                   \n",
       " 30                                                 []                   \n",
       " 31                                 [商品管理, 产品企划, 商品运营]                   \n",
       " 32                                                 []                   \n",
       " 33              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]                   \n",
       " 34  [供应链产品, 风控产品, 工具产品, 安全产品, 平台产品, 电商产品, 中台产品, 政府...             NaN   \n",
       " 35  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...                   \n",
       " 36                                 [市场营销, 产品管理, 产品开发]             NaN   \n",
       " 37                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]                   \n",
       " 38  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...             NaN   \n",
       " 39                                                 []             NaN   \n",
       " \n",
       "    job.h5OuterLink                                     job.title  job.salary  \\\n",
       " 0                                                         产品经理助理    5-7k·13薪   \n",
       " 1                                                         电商产品经理  10-15k·13薪   \n",
       " 2                                                   产品经理（光伏智慧运维）  20-25k·13薪   \n",
       " 3                                    产品经理（化妆品原料）/Product Manager        薪资面议   \n",
       " 4                                                   自动驾驶产品经理（PM）      25-35k   \n",
       " 5                                                 自动驾驶工具产品经理（PM）      25-35k   \n",
       " 6              NaN                          产品经理/Product Manager      20-30k   \n",
       " 7                                            产品经理Product Manager      20-25k   \n",
       " 8                             Product Sales Manager MR 产品销售经理 广州        薪资面议   \n",
       " 9                                                    产品经理-电信信息化部   8-12k·13薪   \n",
       " 10                                             助理产品经理（化妆品原料）/APM        薪资面议   \n",
       " 11             NaN                                     化妆品原料产品经理  30-45k·14薪   \n",
       " 12             NaN                                          产品经理      25-29k   \n",
       " 13             NaN                         AI应用产品经理/港资企业正编/双休WLB  15-24k·13薪   \n",
       " 14                                                    心血管产品线-总经理  15-30k·16薪   \n",
       " 15                                                  自动驾驶（硬件）产品经理  25-50k·15薪   \n",
       " 16                                                      eWMS产品经理  20-40k·14薪   \n",
       " 17             NaN                                     产品销售经理-广州  20-40k·16薪   \n",
       " 18                                                       护肤品产品经理      20-30k   \n",
       " 19                                                  客户经理--齿科正畸产品  10-14k·14薪   \n",
       " 20                                    Automation Product Manager  20-40k·13薪   \n",
       " 21                                                        医药产品经理  25-30k·14薪   \n",
       " 22             NaN                          eWMS Product Manager  20-40k·15薪   \n",
       " 23                                                        助理产品经理  15-25k·13薪   \n",
       " 24             NaN                                        硬件产品经理  30-50k·14薪   \n",
       " 25             NaN  Assistant Product Manager / Product Manager   18-30k·13薪   \n",
       " 26             NaN                                          产品经理  25-35k·14薪   \n",
       " 27                                                          产品经理  18-40k·14薪   \n",
       " 28                                                 产品经理（企业数字化转型）       6-10k   \n",
       " 29                                                        数码产品经理        薪资面议   \n",
       " 30                                                  产品经理（工业消洗产品）      12-30k   \n",
       " 31                                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪   \n",
       " 32                                             产品经理-产品企划(J13606)      15-25k   \n",
       " 33                                          eWMS Product Manager        薪资面议   \n",
       " 34             NaN                                          产品经理      20-30k   \n",
       " 35                                        CRM实施顾问&项目经理PM(J12971)      11-22k   \n",
       " 36             NaN                              Product Manager       25-30k   \n",
       " 37                                          微生物检测产品经理（制药或食品行业方向）  15-20k·20薪   \n",
       " 38             NaN                                          产品经理      20-30k   \n",
       " 39             NaN                               Product Manager  30-40k·13薪   \n",
       " \n",
       "     job.dq  job.topJob job.jobKind  ... recruiter.chatted  \\\n",
       " 0   广州-番禺区        True           2  ...             False   \n",
       " 1   广州-越秀区        True           2  ...             False   \n",
       " 2   广州-黄埔区        True           2  ...             False   \n",
       " 3   广州-天河区       False           2  ...             False   \n",
       " 4   广州-海珠区       False           2  ...             False   \n",
       " 5   广州-海珠区       False           2  ...             False   \n",
       " 6       广州       False           1  ...             False   \n",
       " 7   广州-番禺区       False           2  ...             False   \n",
       " 8   广州-越秀区       False           2  ...             False   \n",
       " 9   广州-天河区       False           2  ...             False   \n",
       " 10  广州-天河区       False           2  ...             False   \n",
       " 11      广州       False           1  ...             False   \n",
       " 12  广州-天河区       False           1  ...             False   \n",
       " 13  广州-白云区       False           1  ...             False   \n",
       " 14  广州-黄埔区       False           2  ...             False   \n",
       " 15      广州       False           2  ...             False   \n",
       " 16  广州-天河区       False           2  ...             False   \n",
       " 17      广州       False           1  ...             False   \n",
       " 18  广州-白云区       False           2  ...             False   \n",
       " 19  广州-天河区       False           2  ...             False   \n",
       " 20  广州-天河区       False           2  ...             False   \n",
       " 21  广州-越秀区       False           2  ...             False   \n",
       " 22      广州       False           1  ...             False   \n",
       " 23  广州-黄埔区       False           2  ...             False   \n",
       " 24  广州-海珠区       False           1  ...             False   \n",
       " 25      广州       False           1  ...             False   \n",
       " 26      广州       False           1  ...             False   \n",
       " 27  广州-越秀区       False           2  ...             False   \n",
       " 28  广州-天河区       False           2  ...             False   \n",
       " 29      广州       False           2  ...             False   \n",
       " 30      广州       False           2  ...             False   \n",
       " 31  广州-天河区       False           2  ...             False   \n",
       " 32  广州-天河区       False           2  ...             False   \n",
       " 33  广州-天河区       False           2  ...             False   \n",
       " 34      广州       False           1  ...             False   \n",
       " 35  广州-番禺区       False           2  ...             False   \n",
       " 36      广州       False           1  ...             False   \n",
       " 37  广州-黄埔区       False           2  ...             False   \n",
       " 38      广州       False           1  ...             False   \n",
       " 39  广州-天河区       False           1  ...             False   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   c8d145acb0a3162c59941f318d428c38   5f8f986aea60860b75384fab08u.jpg   \n",
       " 1   e478580dede58f33b410edb79f6d12d0   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 2   5d06cc8392806c6f2a078796e1b49e8f   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 3   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 4   7da08eb2dc102f58400ecda04a611db0   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 5   7da08eb2dc102f58400ecda04a611db0   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 6   1ddf52f28236620a73d520f2e8bd293b   5cb81b959fae687d43164cca03u.jpg   \n",
       " 7   74207202b9a1882cbe061eb681f898fc   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 8   f08748e81b3b0757d734fc6b171fa589   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 9   871518775391643a04bdffecc9c81011   571885ea45ce00977366da9105a.jpg   \n",
       " 10  14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 11  9780c9933530029971f2c48a1f2fc365  6334ed78b3675f2b6ab1bc9801u.jpeg   \n",
       " 12  7660709be664be56c32a8aef2aff706d   62a6c09a08bee4201e5c618f05u.png   \n",
       " 13  ef813c13d17ddf72662825202deeb056   62c6abbf1551f613ff3fa49a08u.png   \n",
       " 14  8fc4003dfc916f929b36b77d06e3d22e   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 15  1147dd557533b4567e1472c76bc04ebd   63a46574fd38b10039f0b94b05u.png   \n",
       " 16  f7de5de3cbf7fd89b9bfda7f445931e2   63a9534728c57209b0f4aa0505u.png   \n",
       " 17  b61494f006ea807945c2c8b358b10fa1   5f8fa3bdea60860b75385c7e08u.png   \n",
       " 18  a80eba34f864ad297e81914aa7340a4e   643e492a7068273f730f4fe005u.png   \n",
       " 19  f51c1d2e9c63ee702eb20f824463cbc5   5d639dabd0718579c6ce8cec04u.jpg   \n",
       " 20  57a52ed73fed146b4c632be0178bfd3f   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 21  22ab2b1a88769c3259935c280d474240   5f8f986aea60860b75384fab08u.jpg   \n",
       " 22  ec2448066ad5cdf94f25083a3243b675   62f7aab56555120790d6013103u.png   \n",
       " 23  09129a3bc6f13614e4e32c50af3d5f75   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 24  1d96d00cfe919fa26a1adf5987777a35   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 25  375a1dfe17607510a0693c119d820cfb   6100c9081d756a75997a266703u.jpg   \n",
       " 26  4df980208f61abaa845b1031e141f2ce   62805e7707a1d17a9af2abd001u.jpg   \n",
       " 27  8d90c26ed477481c5bfe988e1b72f121   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 28  ed79e9abb562c2c2e3f3af8aab9ad0d7   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 29  80a35acbf6b5573c5c8cd7b9f6ba8101   5f8f986aea60860b75384fab08u.jpg   \n",
       " 30  7f371db882206fccd2bdf1809a52d3e6   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 31  3466dbf14ff3a1923d3d8a2c8cd5b370   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 32  308332da68f592edf82050c4b8bff969   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 33  cd24cb737616cf6b537f73a32e6c2ba3   5f8f986aea60860b75384fab08u.jpg   \n",
       " 34  a94c79b32e2ac4b0b0a633f2b1b00a0c   606ff339fd3cfa235c8a104e02u.png   \n",
       " 35  77ca96ebd1c0d4c9b55b81912526b943   601baaab60c8320221e3c1d902u.png   \n",
       " 36  47227c6fbfcd952686963be95b15422d  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 37  0f80a6460fa3a5f3c33c5fd0dac95307   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 38  8fc7562cc0d10f9479c452c56622eaa4   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       " 39  7829c0aa95f568cada116b3e040ec67e   62fe2d4a95ee1c041432be7a05u.jpg   \n",
       " \n",
       "    comp.compIndustry                    comp.compLogo     comp.compName  \\\n",
       " 0        电子/半导体/集成电路  6260c4f2d16c9b55d258a16501u.png              京邦集团   \n",
       " 1              批发/零售  62946d5979452e421251b7f707u.png        广州愚记贸易有限公司   \n",
       " 2        电力/热力/燃气/水务  6340de1e5f464d5d08fe1c8708u.png  汇耀品尚能源科技(广州)有限公司   \n",
       " 3             贸易/进出口  6274ee6d04a5ff469b10880402u.png              仙婷集团   \n",
       " 4               人工智能  60a497de907306298575785f03u.png        文远知行WeRide   \n",
       " 5               人工智能  60a497de907306298575785f03u.png        文远知行WeRide   \n",
       " 6              机械/设备  60e2fe0bf3df194a3c48adb502u.png      某广州大型机械/设备公司   \n",
       " 7               IT服务  61b07937d0458d53c627567e02u.jpg    广州市新目标电子商务有限公司   \n",
       " 8               医疗器械  5c0dfd9f570cb120f184080203u.jpg           西门子医疗系统   \n",
       " 9           运营商/增值服务  5bfea3d874719d2aa34c9d1703a.png             中数通信息   \n",
       " 10            贸易/进出口  6274ee6d04a5ff469b10880402u.png              仙婷集团   \n",
       " 11            贸易/进出口  60e2fe0bf3df194a3c48adb502u.png             某知名公司   \n",
       " 12            贸易/进出口  60e2fe0bf3df194a3c48adb502u.png        某广州贸易进出口公司   \n",
       " 13          食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/日化公司   \n",
       " 14              医疗器械  5bfe8ee374719d35745a559203a.png            阳普医疗股份   \n",
       " 15              人工智能  60a497de907306298575785f03u.png        文远知行WeRide   \n",
       " 16                日化  54d1e9c6712e7147fd813b3801a.png          广州宝洁有限公司   \n",
       " 17              医疗器械  60e2fe0bf3df194a3c48adb502u.png       某上海大型医疗器械公司   \n",
       " 18                日化  61b07937d0458d53c627567e02u.jpg             广州众有米   \n",
       " 19                化工  5bfe910574719d35745abfa303a.png              3M中国   \n",
       " 20              医疗器械  5952237b7032381b6822192505a.jpg               丹纳赫   \n",
       " 21                制药  5bfe916674719d35745ad29703a.png              康方生物   \n",
       " 22          食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png   某广州大型食品/饮料/酒水公司   \n",
       " 23              仪器仪表  60b831ef7cc07936e59f518306u.png      索恩照明(广州)有限公司   \n",
       " 24           电气机械/器材  60e2fe0bf3df194a3c48adb502u.png      某广州电气机械/器材公司   \n",
       " 25                日化  60e2fe0bf3df194a3c48adb502u.png         某国内大型日化公司   \n",
       " 26               互联网  60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司   \n",
       " 27            专业技术服务  59dc78457832e11b880f044c05a.png      即能科技(广州)有限公司   \n",
       " 28              通信设备  5cc116c89fae687d43343d7308u.png              润建股份   \n",
       " 29             计算机软件  5bfe92c174719d9f609a7b9603a.png              汇丰软件   \n",
       " 30                制药  5bfe8edd74719d35745a548603a.png     广东环凯微生物科技有限公司   \n",
       " 31          服装/纺织/皮革  628c584cb244352e0e92248608u.png             斯凯奇中国   \n",
       " 32          服装/纺织/皮革  628c584cb244352e0e92248608u.png             斯凯奇中国   \n",
       " 33                日化  54d1e9c6712e7147fd813b3801a.png          广州宝洁有限公司   \n",
       " 34              IT服务  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 35               互联网  5ed700f4ec4db462f82e4ddf01u.png    上海汉得信息技术股份有限公司   \n",
       " 36                日化  60e2fe0bf3df194a3c48adb502u.png        某国内大型快消品公司   \n",
       " 37                制药  5bfe8edd74719d35745a548603a.png     广东环凯微生物科技有限公司   \n",
       " 38              IT服务  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 39          食品/饮料/酒水  60e2fe0bf3df194a3c48adb502u.png   某广州大型食品/饮料/酒水公司   \n",
       " \n",
       "    comp.compId comp.compScale                                 comp.link  \\\n",
       " 0    9730786.0       100-499人   https://www.liepin.com/company/9730786/   \n",
       " 1    9720899.0         50-99人   https://www.liepin.com/company/9720899/   \n",
       " 2   13307101.0       100-499人  https://www.liepin.com/company/13307101/   \n",
       " 3    8112968.0         50-99人   https://www.liepin.com/company/8112968/   \n",
       " 4    9491766.0       100-499人   https://www.liepin.com/company/9491766/   \n",
       " 5    9491766.0       100-499人   https://www.liepin.com/company/9491766/   \n",
       " 6          NaN       500-999人                                             \n",
       " 7   13315477.0       100-499人  https://www.liepin.com/company/13315477/   \n",
       " 8    8916227.0    5000-10000人   https://www.liepin.com/company/8916227/   \n",
       " 9    1103040.0     1000-2000人   https://www.liepin.com/company/1103040/   \n",
       " 10   8112968.0         50-99人   https://www.liepin.com/company/8112968/   \n",
       " 11         NaN         50-99人                                             \n",
       " 12         NaN         50-99人                                             \n",
       " 13         NaN     2000-5000人                                             \n",
       " 14   7893643.0       500-999人   https://www.liepin.com/company/7893643/   \n",
       " 15   9491766.0       100-499人   https://www.liepin.com/company/9491766/   \n",
       " 16    873330.0       10000人以上    https://www.liepin.com/company/873330/   \n",
       " 17         NaN       10000人以上                                             \n",
       " 18  13507215.0          1-49人  https://www.liepin.com/company/13507215/   \n",
       " 19   7864451.0       10000人以上   https://www.liepin.com/company/7864451/   \n",
       " 20   8506529.0    5000-10000人   https://www.liepin.com/company/8506529/   \n",
       " 21   8275623.0     2000-5000人   https://www.liepin.com/company/8275623/   \n",
       " 22         NaN       10000人以上                                             \n",
       " 23  12773635.0       100-499人  https://www.liepin.com/company/12773635/   \n",
       " 24         NaN          1-49人                                             \n",
       " 25         NaN     2000-5000人                                             \n",
       " 26         NaN                                                            \n",
       " 27   9283329.0          1-49人   https://www.liepin.com/company/9283329/   \n",
       " 28   7863327.0    5000-10000人   https://www.liepin.com/company/7863327/   \n",
       " 29   2664546.0     2000-5000人   https://www.liepin.com/company/2664546/   \n",
       " 30   7932064.0       100-499人   https://www.liepin.com/company/7932064/   \n",
       " 31  13032765.0     2000-5000人  https://www.liepin.com/company/13032765/   \n",
       " 32  13032765.0     2000-5000人  https://www.liepin.com/company/13032765/   \n",
       " 33    873330.0       10000人以上    https://www.liepin.com/company/873330/   \n",
       " 34         NaN       100-499人                                             \n",
       " 35   8361671.0       10000人以上   https://www.liepin.com/company/8361671/   \n",
       " 36         NaN     2000-5000人                                             \n",
       " 37   7932064.0       100-499人   https://www.liepin.com/company/7932064/   \n",
       " 38         NaN       100-499人                                             \n",
       " 39         NaN    5000-10000人                                             \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1             NaN  \n",
       " 2              A轮  \n",
       " 3             NaN  \n",
       " 4              C轮  \n",
       " 5              C轮  \n",
       " 6           融资未公开  \n",
       " 7             NaN  \n",
       " 8             NaN  \n",
       " 9             NaN  \n",
       " 10            NaN  \n",
       " 11          融资未公开  \n",
       " 12          融资未公开  \n",
       " 13          融资未公开  \n",
       " 14         沪深A股上市  \n",
       " 15             C轮  \n",
       " 16            NaN  \n",
       " 17          融资未公开  \n",
       " 18            NaN  \n",
       " 19            NaN  \n",
       " 20            NaN  \n",
       " 21           港股上市  \n",
       " 22          融资未公开  \n",
       " 23            NaN  \n",
       " 24            NaN  \n",
       " 25          融资未公开  \n",
       " 26            NaN  \n",
       " 27            NaN  \n",
       " 28         沪深A股上市  \n",
       " 29             其他  \n",
       " 30          融资未公开  \n",
       " 31            NaN  \n",
       " 32            NaN  \n",
       " 33            NaN  \n",
       " 34            NaN  \n",
       " 35            已上市  \n",
       " 36          融资未公开  \n",
       " 37          融资未公开  \n",
       " 38            NaN  \n",
       " 39          融资未公开  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams comp.compScale  \\\n",
       " 0   {\"recruiterName\":\"杜先生\",\"jobId\":\"57816811\",\"use...       100-499人   \n",
       " 1   {\"recruiterName\":\"简先生\",\"jobId\":\"57140163\",\"use...       100-499人   \n",
       " 2   {\"recruiterName\":\"陈女士\",\"jobId\":\"57754271\",\"use...     1000-2000人   \n",
       " 3   {\"recruiterName\":\"吴女士\",\"jobId\":\"50965433\",\"use...         50-99人   \n",
       " 4   {\"recruiterName\":\"侯先生\",\"jobId\":\"55703639\",\"use...       100-499人   \n",
       " 5   {\"recruiterName\":\"侯先生\",\"jobId\":\"55703543\",\"use...       100-499人   \n",
       " 6   {\"recruiterName\":\"谌女士\",\"jobId\":\"44053277\",\"use...       500-999人   \n",
       " 7   {\"recruiterName\":\"樊女士\",\"jobId\":\"57679297\",\"use...       100-499人   \n",
       " 8   {\"recruiterName\":\"翁女士\",\"jobId\":\"56689685\",\"use...    5000-10000人   \n",
       " 9   {\"recruiterName\":\"刘女士\",\"jobId\":\"58002363\",\"use...         50-99人   \n",
       " 10  {\"recruiterName\":\"吴女士\",\"jobId\":\"57794503\",\"use...         50-99人   \n",
       " 11  {\"recruiterName\":\"陈女士\",\"jobId\":\"45379571\",\"use...         50-99人   \n",
       " 12  {\"recruiterName\":\"朱女士\",\"jobId\":\"45380041\",\"use...         50-99人   \n",
       " 13  {\"recruiterName\":\"曾女士\",\"jobId\":\"44113675\",\"use...     2000-5000人   \n",
       " 14  {\"recruiterName\":\"周女士\",\"jobId\":\"57889105\",\"use...          1-49人   \n",
       " 15  {\"recruiterName\":\"程先生\",\"jobId\":\"57223711\",\"use...       100-499人   \n",
       " 16  {\"recruiterName\":\"冯先生\",\"jobId\":\"57001973\",\"use...       10000人以上   \n",
       " 17  {\"recruiterName\":\"陈女士\",\"jobId\":\"43492441\",\"use...       10000人以上   \n",
       " 18  {\"recruiterName\":\"徐女士\",\"jobId\":\"57784639\",\"use...       10000人以上   \n",
       " 19  {\"recruiterName\":\"刘先生\",\"jobId\":\"56781907\",\"use...       500-999人   \n",
       " 20  {\"recruiterName\":\"王女士\",\"jobId\":\"56876529\",\"use...    5000-10000人   \n",
       " 21  {\"recruiterName\":\"刘先生\",\"jobId\":\"57157157\",\"use...     2000-5000人   \n",
       " 22  {\"recruiterName\":\"林先生\",\"jobId\":\"44978805\",\"use...       10000人以上   \n",
       " 23  {\"recruiterName\":\"黄女士\",\"jobId\":\"48604689\",\"use...       100-499人   \n",
       " 24  {\"recruiterName\":\"唐女士\",\"jobId\":\"45327891\",\"use...          1-49人   \n",
       " 25  {\"recruiterName\":\"宋女士\",\"jobId\":\"45187159\",\"use...     2000-5000人   \n",
       " 26  {\"recruiterName\":\"邓先生\",\"jobId\":\"44709427\",\"use...                  \n",
       " 27  {\"recruiterName\":\"Keli Tang\",\"jobId\":\"30477665...          1-49人   \n",
       " 28  {\"recruiterName\":\"黎先生\",\"jobId\":\"56295007\",\"use...    5000-10000人   \n",
       " 29  {\"recruiterName\":\"张先生\",\"jobId\":\"43037645\",\"use...     2000-5000人   \n",
       " 30  {\"recruiterName\":\"陈女士\",\"jobId\":\"35923437\",\"use...       100-499人   \n",
       " 31  {\"recruiterName\":\"陈先生\",\"jobId\":\"50466807\",\"use...     2000-5000人   \n",
       " 32  {\"recruiterName\":\"林女士\",\"jobId\":\"55829685\",\"use...     2000-5000人   \n",
       " 33  {\"recruiterName\":\"杜先生\",\"jobId\":\"54145433\",\"use...       10000人以上   \n",
       " 34  {\"recruiterName\":\"赵女士\",\"jobId\":\"45253831\",\"use...       100-499人   \n",
       " 35  {\"recruiterName\":\"俞女士\",\"jobId\":\"57403583\",\"use...       10000人以上   \n",
       " 36  {\"recruiterName\":\"孙女士\",\"jobId\":\"45177357\",\"use...     2000-5000人   \n",
       " 37  {\"recruiterName\":\"陈女士\",\"jobId\":\"48554057\",\"use...       100-499人   \n",
       " 38  {\"recruiterName\":\"蔡先生\",\"jobId\":\"45263747\",\"use...       100-499人   \n",
       " 39  {\"recruiterName\":\"陆女士\",\"jobId\":\"43309883\",\"use...    5000-10000人   \n",
       " \n",
       "                       comp.compLogo  comp.compId     comp.compName  \\\n",
       " 0   6260c4f2d16c9b55d258a16501u.png    9730786.0              京邦集团   \n",
       " 1   6340de1e5f464d5d08fe1c8708u.png   13307101.0  汇耀品尚能源科技(广州)有限公司   \n",
       " 2   5bfea3d874719d2aa34c9d1703a.png    1103040.0             中数通信息   \n",
       " 3   6274ee6d04a5ff469b10880402u.png    8112968.0              仙婷集团   \n",
       " 4   60a497de907306298575785f03u.png    9491766.0        文远知行WeRide   \n",
       " 5   60a497de907306298575785f03u.png    9491766.0        文远知行WeRide   \n",
       " 6   60e2fe0bf3df194a3c48adb502u.png          NaN      某广州大型机械/设备公司   \n",
       " 7   61b07937d0458d53c627567e02u.jpg   13315477.0    广州市新目标电子商务有限公司   \n",
       " 8   5c0dfd9f570cb120f184080203u.jpg    8916227.0           西门子医疗系统   \n",
       " 9   62946d5979452e421251b7f707u.png    9720899.0        广州愚记贸易有限公司   \n",
       " 10  6274ee6d04a5ff469b10880402u.png    8112968.0              仙婷集团   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png          NaN             某知名公司   \n",
       " 12  60e2fe0bf3df194a3c48adb502u.png          NaN        某广州贸易进出口公司   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png          NaN   某国内大型食品/饮料/日化公司   \n",
       " 14  61b07937d0458d53c627567e02u.jpg   13507215.0             广州众有米   \n",
       " 15  60a497de907306298575785f03u.png    9491766.0        文远知行WeRide   \n",
       " 16  54d1e9c6712e7147fd813b3801a.png     873330.0          广州宝洁有限公司   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png          NaN       某上海大型医疗器械公司   \n",
       " 18  5bfe910574719d35745abfa303a.png    7864451.0              3M中国   \n",
       " 19  5bfe8ee374719d35745a559203a.png    7893643.0            阳普医疗股份   \n",
       " 20  5952237b7032381b6822192505a.jpg    8506529.0               丹纳赫   \n",
       " 21  5bfe916674719d35745ad29703a.png    8275623.0              康方生物   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png          NaN   某广州大型食品/饮料/酒水公司   \n",
       " 23  60b831ef7cc07936e59f518306u.png   12773635.0      索恩照明(广州)有限公司   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png          NaN      某广州电气机械/器材公司   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png          NaN         某国内大型日化公司   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png          NaN          某广州互联网公司   \n",
       " 27  59dc78457832e11b880f044c05a.png    9283329.0      即能科技(广州)有限公司   \n",
       " 28  5cc116c89fae687d43343d7308u.png    7863327.0              润建股份   \n",
       " 29  5bfe92c174719d9f609a7b9603a.png    2664546.0              汇丰软件   \n",
       " 30  5bfe8edd74719d35745a548603a.png    7932064.0     广东环凯微生物科技有限公司   \n",
       " 31  628c584cb244352e0e92248608u.png   13032765.0             斯凯奇中国   \n",
       " 32  628c584cb244352e0e92248608u.png   13032765.0             斯凯奇中国   \n",
       " 33  54d1e9c6712e7147fd813b3801a.png     873330.0          广州宝洁有限公司   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png          NaN         某广州IT服务公司   \n",
       " 35  5ed700f4ec4db462f82e4ddf01u.png    8361671.0    上海汉得信息技术股份有限公司   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png          NaN        某国内大型快消品公司   \n",
       " 37  5bfe8edd74719d35745a548603a.png    7932064.0     广东环凯微生物科技有限公司   \n",
       " 38  60e2fe0bf3df194a3c48adb502u.png          NaN         某广州IT服务公司   \n",
       " 39  60e2fe0bf3df194a3c48adb502u.png          NaN   某广州大型食品/饮料/酒水公司   \n",
       " \n",
       "    comp.compIndustry                                 comp.link  \\\n",
       " 0        电子/半导体/集成电路   https://www.liepin.com/company/9730786/   \n",
       " 1        电力/热力/燃气/水务  https://www.liepin.com/company/13307101/   \n",
       " 2           运营商/增值服务   https://www.liepin.com/company/1103040/   \n",
       " 3             贸易/进出口   https://www.liepin.com/company/8112968/   \n",
       " 4               人工智能   https://www.liepin.com/company/9491766/   \n",
       " 5               人工智能   https://www.liepin.com/company/9491766/   \n",
       " 6              机械/设备                                             \n",
       " 7               IT服务  https://www.liepin.com/company/13315477/   \n",
       " 8               医疗器械   https://www.liepin.com/company/8916227/   \n",
       " 9              批发/零售   https://www.liepin.com/company/9720899/   \n",
       " 10            贸易/进出口   https://www.liepin.com/company/8112968/   \n",
       " 11            贸易/进出口                                             \n",
       " 12            贸易/进出口                                             \n",
       " 13          食品/饮料/酒水                                             \n",
       " 14                日化  https://www.liepin.com/company/13507215/   \n",
       " 15              人工智能   https://www.liepin.com/company/9491766/   \n",
       " 16                日化    https://www.liepin.com/company/873330/   \n",
       " 17              医疗器械                                             \n",
       " 18                化工   https://www.liepin.com/company/7864451/   \n",
       " 19              医疗器械   https://www.liepin.com/company/7893643/   \n",
       " 20              医疗器械   https://www.liepin.com/company/8506529/   \n",
       " 21                制药   https://www.liepin.com/company/8275623/   \n",
       " 22          食品/饮料/酒水                                             \n",
       " 23              仪器仪表  https://www.liepin.com/company/12773635/   \n",
       " 24           电气机械/器材                                             \n",
       " 25                日化                                             \n",
       " 26               互联网                                             \n",
       " 27            专业技术服务   https://www.liepin.com/company/9283329/   \n",
       " 28              通信设备   https://www.liepin.com/company/7863327/   \n",
       " 29             计算机软件   https://www.liepin.com/company/2664546/   \n",
       " 30                制药   https://www.liepin.com/company/7932064/   \n",
       " 31          服装/纺织/皮革  https://www.liepin.com/company/13032765/   \n",
       " 32          服装/纺织/皮革  https://www.liepin.com/company/13032765/   \n",
       " 33                日化    https://www.liepin.com/company/873330/   \n",
       " 34              IT服务                                             \n",
       " 35               互联网   https://www.liepin.com/company/8361671/   \n",
       " 36                日化                                             \n",
       " 37                制药   https://www.liepin.com/company/7932064/   \n",
       " 38              IT服务                                             \n",
       " 39          食品/饮料/酒水                                             \n",
       " \n",
       "                                            job.labels  job.salary  ...  \\\n",
       " 0                                       [供应链产品, 数据分析]    5-7k·13薪  ...   \n",
       " 1                 [云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]  20-25k·13薪  ...   \n",
       " 2    [数据产品, 交互设计, 产品设计, 用户研究, 产品规划, 产品优化, 需求分析, 数据分析]   8-12k·13薪  ...   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...        薪资面议  ...   \n",
       " 4   [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...      25-35k  ...   \n",
       " 5   [平台产品, 数据产品, 策略产品, 客户端产品, 产品优化, 用户研究, 产品规划, 需求...      25-35k  ...   \n",
       " 6   [商业产品, 策略产品, 定价/竞价产品, 制造业, 家电行业, 房地产行业, 产品规划, ...      20-30k  ...   \n",
       " 7        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]      20-25k  ...   \n",
       " 8                                                  []        薪资面议  ...   \n",
       " 9                                  [产品开发, 产品规划, 产品运营]  10-15k·13薪  ...   \n",
       " 10  [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...        薪资面议  ...   \n",
       " 11                                                 []  30-45k·14薪  ...   \n",
       " 12                                        [化妆品, to B]      25-29k  ...   \n",
       " 13                                           [web端产品]  15-24k·13薪  ...   \n",
       " 14           [护肤品, 竞品分析, 新锐国货护肤, 市场定位, 直播/视频产品, 产品开发]      20-30k  ...   \n",
       " 15  [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 市场调研, 产...  25-50k·15薪  ...   \n",
       " 16                                  [to C, 电子商务, 消费品]  20-40k·14薪  ...   \n",
       " 17                                                 []  20-40k·16薪  ...   \n",
       " 18                                             [牙齿正畸]  10-14k·14薪  ...   \n",
       " 19                                                 []  15-30k·16薪  ...   \n",
       " 20                                                 []  20-40k·13薪  ...   \n",
       " 21                                             [泌尿外科]  25-30k·14薪  ...   \n",
       " 22                                             [to C]  20-40k·15薪  ...   \n",
       " 23                                                 []  15-25k·13薪  ...   \n",
       " 24                                                 []  30-50k·14薪  ...   \n",
       " 25                                   [化妆品, 消费品, 产品开发]  18-30k·13薪  ...   \n",
       " 26                                             [软件开发]  25-35k·14薪  ...   \n",
       " 27  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  18-40k·14薪  ...   \n",
       " 28  [数据产品, 平台产品, 策略产品, 计算机软件, 产品优化, 团队管理, 用户研究, 数据...       6-10k  ...   \n",
       " 29                                                 []        薪资面议  ...   \n",
       " 30                                                 []      12-30k  ...   \n",
       " 31                                 [商品管理, 产品企划, 商品运营]  14-28k·16薪  ...   \n",
       " 32                                                 []      15-25k  ...   \n",
       " 33              [供应链产品, 电商产品, ERP产品, 中台产品, 消费品, to C]        薪资面议  ...   \n",
       " 34  [供应链产品, 风控产品, 工具产品, 安全产品, 平台产品, 电商产品, 中台产品, 政府...      20-30k  ...   \n",
       " 35  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...      11-22k  ...   \n",
       " 36                                 [市场营销, 产品管理, 产品开发]      25-30k  ...   \n",
       " 37                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]  15-20k·20薪  ...   \n",
       " 38  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...      20-30k  ...   \n",
       " 39                                                 []  30-40k·13薪  ...   \n",
       " \n",
       "                                        job.dataPromId job.requireEduLevel  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  大专   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  大专   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                学历不限   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                学历不限   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               本科及以上   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               本科及以上   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  本科   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...               本科及以上   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                  硕士   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...                统招本科   \n",
       " \n",
       "     recruiter.recruiterName      recruiter.recruiterTitle  \\\n",
       " 0                       杜先生                                 \n",
       " 1                       简先生                        人力资源经理   \n",
       " 2                       陈女士                                 \n",
       " 3                       吴女士                 HR Specialist   \n",
       " 4                       侯先生                          HRBP   \n",
       " 5                       侯先生                          HRBP   \n",
       " 6                       谌女士                          猎头顾问   \n",
       " 7                       樊女士                           HRM   \n",
       " 8                       翁女士  Recruiter-Talent Acquisition   \n",
       " 9                       刘女士                          人事经理   \n",
       " 10                      吴女士                 HR Specialist   \n",
       " 11                      陈女士                          猎头顾问   \n",
       " 12                      朱女士                          猎头顾问   \n",
       " 13                      曾女士                          猎头顾问   \n",
       " 14                      周女士                            人事   \n",
       " 15                      程先生                          招聘专家   \n",
       " 16                      冯先生                     Recruiter   \n",
       " 17                      陈女士                          猎头顾问   \n",
       " 18                      徐女士            recruiting manager   \n",
       " 19                      刘先生                          招聘管理   \n",
       " 20                      王女士                        人力资源专员   \n",
       " 21                      刘先生                    高级医学信息沟通专员   \n",
       " 22                      林先生                          猎头顾问   \n",
       " 23                      黄女士                          招聘经理   \n",
       " 24                      唐女士                          猎头顾问   \n",
       " 25                      宋女士                          猎头顾问   \n",
       " 26                      邓先生                          猎头顾问   \n",
       " 27                Keli Tang                          HRBP   \n",
       " 28                      黎先生                          招聘主管   \n",
       " 29                      张先生                           112   \n",
       " 30                      陈女士                            HR   \n",
       " 31                      陈先生                                 \n",
       " 32                      林女士                    人力资源业务合作伙伴   \n",
       " 33                      杜先生                          招聘经理   \n",
       " 34                      赵女士                          猎头顾问   \n",
       " 35                      俞女士                            HR   \n",
       " 36                      孙女士                          猎头顾问   \n",
       " 37                      陈女士                                 \n",
       " 38                      蔡先生                          猎头顾问   \n",
       " 39                      陆女士                          猎头顾问   \n",
       " \n",
       "                recruiter.recruiterId                    recruiter.imId  \\\n",
       " 0   c8d145acb0a3162c59941f318d428c38  5fdfb4259befbf07160bef405ccde8ba   \n",
       " 1   5d06cc8392806c6f2a078796e1b49e8f  a4eec1a320f628e2dc2616a5acb8537e   \n",
       " 2   871518775391643a04bdffecc9c81011  180268114ec479913eaad1f295204b5b   \n",
       " 3   14799e1bef289c70aa9b550257de7ea8  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 4   7da08eb2dc102f58400ecda04a611db0  e2b135092ee70a2ae950a599d250d4ad   \n",
       " 5   7da08eb2dc102f58400ecda04a611db0  e2b135092ee70a2ae950a599d250d4ad   \n",
       " 6   1ddf52f28236620a73d520f2e8bd293b  d874c5f87567784901ab80e4a8b96567   \n",
       " 7   74207202b9a1882cbe061eb681f898fc  c161b9ea744ffb27d0e00b26797bdaff   \n",
       " 8   f08748e81b3b0757d734fc6b171fa589  8595d9ba8d1a1a2d801c17c79e240538   \n",
       " 9   e478580dede58f33b410edb79f6d12d0  561ff6e28a2e9cb4aa6795a3148228ff   \n",
       " 10  14799e1bef289c70aa9b550257de7ea8  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 11  9780c9933530029971f2c48a1f2fc365  14a8accf08a04a521806a0cca0964ad2   \n",
       " 12  7660709be664be56c32a8aef2aff706d  c55d8c37c29999932efebeb7f272cb14   \n",
       " 13  ef813c13d17ddf72662825202deeb056  7908151abdbef12e2efebeb7f272cb14   \n",
       " 14  a80eba34f864ad297e81914aa7340a4e  cafe4611fc9515e7c93dddf05a795d5c   \n",
       " 15  1147dd557533b4567e1472c76bc04ebd  6fa10ff6ea77d091528dabef14b76f2d   \n",
       " 16  f7de5de3cbf7fd89b9bfda7f445931e2  fadfc2ceb1f0029d4ad85438c465a917   \n",
       " 17  b61494f006ea807945c2c8b358b10fa1  985c18edc2b4008b04612e645251413c   \n",
       " 18  f51c1d2e9c63ee702eb20f824463cbc5  7bcd6f67675b9b1f6042c177f0a1d2b1   \n",
       " 19  8fc4003dfc916f929b36b77d06e3d22e  5f6c20edff982c499f71bc73f10cbe5b   \n",
       " 20  57a52ed73fed146b4c632be0178bfd3f  24c1cab13ef9bc2e801c17c79e240538   \n",
       " 21  22ab2b1a88769c3259935c280d474240  d4cc4bca17cae276aefc9b4a2bd8879c   \n",
       " 22  ec2448066ad5cdf94f25083a3243b675  d9615c119bb132bd55a0b6511a508218   \n",
       " 23  09129a3bc6f13614e4e32c50af3d5f75  ef271aa98fbd8615613a615479ad0f1e   \n",
       " 24  1d96d00cfe919fa26a1adf5987777a35  73f267275bfde46ce68ea511f8a9efc5   \n",
       " 25  375a1dfe17607510a0693c119d820cfb  37476b87b3e233679f90a7bcfdb96d0e   \n",
       " 26  4df980208f61abaa845b1031e141f2ce  6576d39ac3d6a469337193710fe42056   \n",
       " 27  8d90c26ed477481c5bfe988e1b72f121  edbe6a7c4ed9d6e5aaa70b13e477f173   \n",
       " 28  ed79e9abb562c2c2e3f3af8aab9ad0d7  beff7093463e459a613348042573671f   \n",
       " 29  80a35acbf6b5573c5c8cd7b9f6ba8101  bd0efb08acc7704271de52c3bc0b6279   \n",
       " 30  7f371db882206fccd2bdf1809a52d3e6  18f5af2ced812a43d6a9d1214a39013b   \n",
       " 31  3466dbf14ff3a1923d3d8a2c8cd5b370  feaaf399e43a569d29323863fa1c0b93   \n",
       " 32  308332da68f592edf82050c4b8bff969  7b8081a6d08696bafaf1d0d00bd33fc5   \n",
       " 33  cd24cb737616cf6b537f73a32e6c2ba3  0d2213fbc6520bd4e4cd5c055e1e05ce   \n",
       " 34  a94c79b32e2ac4b0b0a633f2b1b00a0c  8a0305395cddc174dfb6df235db455f2   \n",
       " 35  77ca96ebd1c0d4c9b55b81912526b943  927752d28c878e66e4cd5c055e1e05ce   \n",
       " 36  47227c6fbfcd952686963be95b15422d  9cfdabc8878349689809d03804875792   \n",
       " 37  0f80a6460fa3a5f3c33c5fd0dac95307  767685575712890413dd84912f51618a   \n",
       " 38  8fc7562cc0d10f9479c452c56622eaa4  3a5b505a337c783db090656a5246961f   \n",
       " 39  7829c0aa95f568cada116b3e040ec67e  50fe96bee43de82980764db4dc5d059d   \n",
       " \n",
       "    recruiter.imUserType  recruiter.chatted          recruiter.recruiterPhoto  \\\n",
       " 0                     2              False   5f8f986aea60860b75384fab08u.jpg   \n",
       " 1                     2              False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 2                     2              False   571885ea45ce00977366da9105a.jpg   \n",
       " 3                     2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 4                     2              False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 5                     2              False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 6                     2              False   5cb81b959fae687d43164cca03u.jpg   \n",
       " 7                     2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 8                     2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 9                     2              False   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 11                    2              False  6334ed78b3675f2b6ab1bc9801u.jpeg   \n",
       " 12                    2              False   62a6c09a08bee4201e5c618f05u.png   \n",
       " 13                    2              False   62c6abbf1551f613ff3fa49a08u.png   \n",
       " 14                    2              False   643e492a7068273f730f4fe005u.png   \n",
       " 15                    2              False   63a46574fd38b10039f0b94b05u.png   \n",
       " 16                    2              False   63a9534728c57209b0f4aa0505u.png   \n",
       " 17                    2              False   5f8fa3bdea60860b75385c7e08u.png   \n",
       " 18                    2              False   5d639dabd0718579c6ce8cec04u.jpg   \n",
       " 19                    2              False   5f8f986bdfb13a7dee342f2108u.jpg   \n",
       " 20                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 21                    2              False   5f8f986aea60860b75384fab08u.jpg   \n",
       " 22                    2              False   62f7aab56555120790d6013103u.png   \n",
       " 23                    2              False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 24                    2              False   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 25                    2              False   6100c9081d756a75997a266703u.jpg   \n",
       " 26                    2              False   62805e7707a1d17a9af2abd001u.jpg   \n",
       " 27                    2              False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 28                    2              False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 29                    2              False   5f8f986aea60860b75384fab08u.jpg   \n",
       " 30                    2              False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 31                    2              False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 32                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 33                    2              False   5f8f986aea60860b75384fab08u.jpg   \n",
       " 34                    2              False   606ff339fd3cfa235c8a104e02u.png   \n",
       " 35                    2              False   601baaab60c8320221e3c1d902u.png   \n",
       " 36                    2              False  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 37                    2              False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 38                    2              False   5f8fa3a78dbe6273dcf85e2608u.png   \n",
       " 39                    2              False   62fe2d4a95ee1c041432be7a05u.jpg   \n",
       " \n",
       "    comp.compStage  \n",
       " 0             NaN  \n",
       " 1              A轮  \n",
       " 2             NaN  \n",
       " 3             NaN  \n",
       " 4              C轮  \n",
       " 5              C轮  \n",
       " 6           融资未公开  \n",
       " 7             NaN  \n",
       " 8             NaN  \n",
       " 9             NaN  \n",
       " 10            NaN  \n",
       " 11          融资未公开  \n",
       " 12          融资未公开  \n",
       " 13          融资未公开  \n",
       " 14            NaN  \n",
       " 15             C轮  \n",
       " 16            NaN  \n",
       " 17          融资未公开  \n",
       " 18            NaN  \n",
       " 19         沪深A股上市  \n",
       " 20            NaN  \n",
       " 21           港股上市  \n",
       " 22          融资未公开  \n",
       " 23            NaN  \n",
       " 24            NaN  \n",
       " 25          融资未公开  \n",
       " 26            NaN  \n",
       " 27            NaN  \n",
       " 28         沪深A股上市  \n",
       " 29             其他  \n",
       " 30          融资未公开  \n",
       " 31            NaN  \n",
       " 32            NaN  \n",
       " 33            NaN  \n",
       " 34            NaN  \n",
       " 35            已上市  \n",
       " 36          融资未公开  \n",
       " 37          融资未公开  \n",
       " 38            NaN  \n",
       " 39          融资未公开  \n",
       " \n",
       " [40 rows x 31 columns]]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "9a24e153",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataParams', 'dataInfo', 'comp.compName', 'comp.compScale',\n",
       "       'comp.compIndustry', 'comp.compLogo', 'comp.compId', 'comp.link',\n",
       "       'job.labels', 'job.title', 'job.topJob', 'job.pcOuterLink',\n",
       "       'job.h5OuterLink', 'job.salary', 'job.dq', 'job.refreshTime',\n",
       "       'job.jobKind', 'job.jobId', 'job.link', 'job.advViewFlag',\n",
       "       'job.dataPromId', 'job.requireEduLevel', 'job.requireWorkYears',\n",
       "       'recruiter.recruiterName', 'recruiter.recruiterTitle',\n",
       "       'recruiter.chatted', 'recruiter.imId', 'recruiter.imUserType',\n",
       "       'recruiter.recruiterId', 'recruiter.recruiterPhoto', 'comp.compStage'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "3d4194bf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 400 entries, 0 to 39\n",
      "Data columns (total 31 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   dataParams                400 non-null    object \n",
      " 1   dataInfo                  400 non-null    object \n",
      " 2   comp.compName             400 non-null    object \n",
      " 3   comp.compScale            400 non-null    object \n",
      " 4   comp.compIndustry         400 non-null    object \n",
      " 5   comp.compLogo             400 non-null    object \n",
      " 6   comp.compId               270 non-null    float64\n",
      " 7   comp.link                 400 non-null    object \n",
      " 8   job.labels                400 non-null    object \n",
      " 9   job.title                 400 non-null    object \n",
      " 10  job.topJob                400 non-null    bool   \n",
      " 11  job.pcOuterLink           270 non-null    object \n",
      " 12  job.h5OuterLink           270 non-null    object \n",
      " 13  job.salary                400 non-null    object \n",
      " 14  job.dq                    400 non-null    object \n",
      " 15  job.refreshTime           400 non-null    object \n",
      " 16  job.jobKind               400 non-null    object \n",
      " 17  job.jobId                 400 non-null    object \n",
      " 18  job.link                  400 non-null    object \n",
      " 19  job.advViewFlag           400 non-null    bool   \n",
      " 20  job.dataPromId            400 non-null    object \n",
      " 21  job.requireEduLevel       400 non-null    object \n",
      " 22  job.requireWorkYears      400 non-null    object \n",
      " 23  recruiter.recruiterName   400 non-null    object \n",
      " 24  recruiter.recruiterTitle  400 non-null    object \n",
      " 25  recruiter.chatted         400 non-null    bool   \n",
      " 26  recruiter.imId            400 non-null    object \n",
      " 27  recruiter.imUserType      400 non-null    object \n",
      " 28  recruiter.recruiterId     400 non-null    object \n",
      " 29  recruiter.recruiterPhoto  400 non-null    object \n",
      " 30  comp.compStage            200 non-null    object \n",
      "dtypes: bool(3), float64(1), object(27)\n",
      "memory usage: 91.8+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "93c8427e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "b6ecffac",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9a330758",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "086cf166",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>...</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>产品经理助理</th>\n",
       "      <td>{\"recruiterName\":\"杜先生\",\"imId\":\"5fdfb4259befbf0...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>京邦集团</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>6260c4f2d16c9b55d258a16501u.png</td>\n",
       "      <td>9730786.0</td>\n",
       "      <td>https://www.liepin.com/company/9730786/</td>\n",
       "      <td>[供应链产品, 数据分析]</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>杜先生</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>5fdfb4259befbf07160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>c8d145acb0a3162c59941f318d428c38</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电商产品经理</th>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"imId\":\"561ff6e28a2e9cb...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>广州愚记贸易有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>62946d5979452e421251b7f707u.png</td>\n",
       "      <td>9720899.0</td>\n",
       "      <td>https://www.liepin.com/company/9720899/</td>\n",
       "      <td>[产品开发, 产品规划, 产品运营]</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>False</td>\n",
       "      <td>561ff6e28a2e9cb4aa6795a3148228ff</td>\n",
       "      <td>2</td>\n",
       "      <td>e478580dede58f33b410edb79f6d12d0</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（光伏智慧运维）</th>\n",
       "      <td>{\"recruiterName\":\"简先生\",\"imId\":\"a4eec1a320f628e...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>汇耀品尚能源科技(广州)有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>电力/热力/燃气/水务</td>\n",
       "      <td>6340de1e5f464d5d08fe1c8708u.png</td>\n",
       "      <td>13307101.0</td>\n",
       "      <td>https://www.liepin.com/company/13307101/</td>\n",
       "      <td>[云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>简先生</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>False</td>\n",
       "      <td>a4eec1a320f628e2dc2616a5acb8537e</td>\n",
       "      <td>2</td>\n",
       "      <td>5d06cc8392806c6f2a078796e1b49e8f</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（化妆品原料）/Product Manager</th>\n",
       "      <td>{\"recruiterName\":\"吴女士\",\"imId\":\"0ce6f53a162e27c...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>False</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>自动驾驶产品经理（PM）</th>\n",
       "      <td>{\"recruiterName\":\"侯先生\",\"imId\":\"e2b135092ee70a2...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>侯先生</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>False</td>\n",
       "      <td>e2b135092ee70a2ae950a599d250d4ad</td>\n",
       "      <td>2</td>\n",
       "      <td>7da08eb2dc102f58400ecda04a611db0</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CRM实施顾问&amp;项目经理PM(J12971)</th>\n",
       "      <td>{\"recruiterName\":\"俞女士\",\"jobId\":\"57403583\",\"use...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>上海汉得信息技术股份有限公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>互联网</td>\n",
       "      <td>5ed700f4ec4db462f82e4ddf01u.png</td>\n",
       "      <td>8361671.0</td>\n",
       "      <td>https://www.liepin.com/company/8361671/</td>\n",
       "      <td>[CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>俞女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>False</td>\n",
       "      <td>927752d28c878e66e4cd5c055e1e05ce</td>\n",
       "      <td>2</td>\n",
       "      <td>77ca96ebd1c0d4c9b55b81912526b943</td>\n",
       "      <td>601baaab60c8320221e3c1d902u.png</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product Manager</th>\n",
       "      <td>{\"recruiterName\":\"孙女士\",\"jobId\":\"45177357\",\"use...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>日化</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>9cfdabc8878349689809d03804875792</td>\n",
       "      <td>2</td>\n",
       "      <td>47227c6fbfcd952686963be95b15422d</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>微生物检测产品经理（制药或食品行业方向）</th>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"48554057\",\"use...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>制药</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>[生物工程, 试剂, 微生物研究, 制药企业, 生物企业]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>陈女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>767685575712890413dd84912f51618a</td>\n",
       "      <td>2</td>\n",
       "      <td>0f80a6460fa3a5f3c33c5fd0dac95307</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理</th>\n",
       "      <td>{\"recruiterName\":\"蔡先生\",\"jobId\":\"45263747\",\"use...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>[供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>蔡先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>3a5b505a337c783db090656a5246961f</td>\n",
       "      <td>2</td>\n",
       "      <td>8fc7562cc0d10f9479c452c56622eaa4</td>\n",
       "      <td>5f8fa3a78dbe6273dcf85e2608u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product Manager</th>\n",
       "      <td>{\"recruiterName\":\"陆女士\",\"jobId\":\"43309883\",\"use...</td>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>某广州大型食品/饮料/酒水公司</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>陆女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>False</td>\n",
       "      <td>50fe96bee43de82980764db4dc5d059d</td>\n",
       "      <td>2</td>\n",
       "      <td>7829c0aa95f568cada116b3e040ec67e</td>\n",
       "      <td>62fe2d4a95ee1c041432be7a05u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                    dataParams  \\\n",
       "job.title                                                                        \n",
       "产品经理助理                       {\"recruiterName\":\"杜先生\",\"imId\":\"5fdfb4259befbf0...   \n",
       "电商产品经理                       {\"recruiterName\":\"刘女士\",\"imId\":\"561ff6e28a2e9cb...   \n",
       "产品经理（光伏智慧运维）                 {\"recruiterName\":\"简先生\",\"imId\":\"a4eec1a320f628e...   \n",
       "产品经理（化妆品原料）/Product Manager  {\"recruiterName\":\"吴女士\",\"imId\":\"0ce6f53a162e27c...   \n",
       "自动驾驶产品经理（PM）                 {\"recruiterName\":\"侯先生\",\"imId\":\"e2b135092ee70a2...   \n",
       "...                                                                        ...   \n",
       "CRM实施顾问&项目经理PM(J12971)       {\"recruiterName\":\"俞女士\",\"jobId\":\"57403583\",\"use...   \n",
       " Product Manager             {\"recruiterName\":\"孙女士\",\"jobId\":\"45177357\",\"use...   \n",
       "微生物检测产品经理（制药或食品行业方向）         {\"recruiterName\":\"陈女士\",\"jobId\":\"48554057\",\"use...   \n",
       "产品经理                         {\"recruiterName\":\"蔡先生\",\"jobId\":\"45263747\",\"use...   \n",
       "Product Manager              {\"recruiterName\":\"陆女士\",\"jobId\":\"43309883\",\"use...   \n",
       "\n",
       "                                                                      dataInfo  \\\n",
       "job.title                                                                        \n",
       "产品经理助理                       %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "电商产品经理                       %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "产品经理（光伏智慧运维）                 %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "产品经理（化妆品原料）/Product Manager  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "自动驾驶产品经理（PM）                 %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "...                                                                        ...   \n",
       "CRM实施顾问&项目经理PM(J12971)       %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " Product Manager             %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "微生物检测产品经理（制药或食品行业方向）         %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "产品经理                         %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "Product Manager              %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                comp.compName comp.compScale  \\\n",
       "job.title                                                      \n",
       "产品经理助理                                   京邦集团       100-499人   \n",
       "电商产品经理                             广州愚记贸易有限公司         50-99人   \n",
       "产品经理（光伏智慧运维）                 汇耀品尚能源科技(广州)有限公司       100-499人   \n",
       "产品经理（化妆品原料）/Product Manager              仙婷集团         50-99人   \n",
       "自动驾驶产品经理（PM）                       文远知行WeRide       100-499人   \n",
       "...                                       ...            ...   \n",
       "CRM实施顾问&项目经理PM(J12971)         上海汉得信息技术股份有限公司       10000人以上   \n",
       " Product Manager                   某国内大型快消品公司     2000-5000人   \n",
       "微生物检测产品经理（制药或食品行业方向）            广东环凯微生物科技有限公司       100-499人   \n",
       "产品经理                                某广州IT服务公司       100-499人   \n",
       "Product Manager               某广州大型食品/饮料/酒水公司    5000-10000人   \n",
       "\n",
       "                            comp.compIndustry  \\\n",
       "job.title                                       \n",
       "产品经理助理                            电子/半导体/集成电路   \n",
       "电商产品经理                                  批发/零售   \n",
       "产品经理（光伏智慧运维）                      电力/热力/燃气/水务   \n",
       "产品经理（化妆品原料）/Product Manager            贸易/进出口   \n",
       "自动驾驶产品经理（PM）                             人工智能   \n",
       "...                                       ...   \n",
       "CRM实施顾问&项目经理PM(J12971)                    互联网   \n",
       " Product Manager                           日化   \n",
       "微生物检测产品经理（制药或食品行业方向）                       制药   \n",
       "产品经理                                     IT服务   \n",
       "Product Manager                      食品/饮料/酒水   \n",
       "\n",
       "                                               comp.compLogo  comp.compId  \\\n",
       "job.title                                                                   \n",
       "产品经理助理                       6260c4f2d16c9b55d258a16501u.png    9730786.0   \n",
       "电商产品经理                       62946d5979452e421251b7f707u.png    9720899.0   \n",
       "产品经理（光伏智慧运维）                 6340de1e5f464d5d08fe1c8708u.png   13307101.0   \n",
       "产品经理（化妆品原料）/Product Manager  6274ee6d04a5ff469b10880402u.png    8112968.0   \n",
       "自动驾驶产品经理（PM）                 60a497de907306298575785f03u.png    9491766.0   \n",
       "...                                                      ...          ...   \n",
       "CRM实施顾问&项目经理PM(J12971)       5ed700f4ec4db462f82e4ddf01u.png    8361671.0   \n",
       " Product Manager             60e2fe0bf3df194a3c48adb502u.png          NaN   \n",
       "微生物检测产品经理（制药或食品行业方向）         5bfe8edd74719d35745a548603a.png    7932064.0   \n",
       "产品经理                         60e2fe0bf3df194a3c48adb502u.png          NaN   \n",
       "Product Manager              60e2fe0bf3df194a3c48adb502u.png          NaN   \n",
       "\n",
       "                                                            comp.link  \\\n",
       "job.title                                                               \n",
       "产品经理助理                        https://www.liepin.com/company/9730786/   \n",
       "电商产品经理                        https://www.liepin.com/company/9720899/   \n",
       "产品经理（光伏智慧运维）                 https://www.liepin.com/company/13307101/   \n",
       "产品经理（化妆品原料）/Product Manager   https://www.liepin.com/company/8112968/   \n",
       "自动驾驶产品经理（PM）                  https://www.liepin.com/company/9491766/   \n",
       "...                                                               ...   \n",
       "CRM实施顾问&项目经理PM(J12971)        https://www.liepin.com/company/8361671/   \n",
       " Product Manager                                                        \n",
       "微生物检测产品经理（制药或食品行业方向）          https://www.liepin.com/company/7932064/   \n",
       "产品经理                                                                    \n",
       "Product Manager                                                         \n",
       "\n",
       "                                                                    job.labels  \\\n",
       "job.title                                                                        \n",
       "产品经理助理                                                           [供应链产品, 数据分析]   \n",
       "电商产品经理                                                      [产品开发, 产品规划, 产品运营]   \n",
       "产品经理（光伏智慧运维）                               [云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]   \n",
       "产品经理（化妆品原料）/Product Manager  [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       "自动驾驶产品经理（PM）                 [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...   \n",
       "...                                                                        ...   \n",
       "CRM实施顾问&项目经理PM(J12971)       [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...   \n",
       " Product Manager                                            [市场营销, 产品管理, 产品开发]   \n",
       "微生物检测产品经理（制药或食品行业方向）                             [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]   \n",
       "产品经理                         [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...   \n",
       "Product Manager                                                             []   \n",
       "\n",
       "                             job.topJob  ... job.requireEduLevel  \\\n",
       "job.title                                ...                       \n",
       "产品经理助理                             True  ...                  大专   \n",
       "电商产品经理                             True  ...                  大专   \n",
       "产品经理（光伏智慧运维）                       True  ...                统招本科   \n",
       "产品经理（化妆品原料）/Product Manager       False  ...                  硕士   \n",
       "自动驾驶产品经理（PM）                      False  ...                统招本科   \n",
       "...                                 ...  ...                 ...   \n",
       "CRM实施顾问&项目经理PM(J12971)            False  ...                  本科   \n",
       " Product Manager                  False  ...               本科及以上   \n",
       "微生物检测产品经理（制药或食品行业方向）              False  ...                  硕士   \n",
       "产品经理                              False  ...                统招本科   \n",
       "Product Manager                   False  ...                统招本科   \n",
       "\n",
       "                            job.requireWorkYears recruiter.recruiterName  \\\n",
       "job.title                                                                  \n",
       "产品经理助理                                      1-3年                     杜先生   \n",
       "电商产品经理                                      1-3年                     刘女士   \n",
       "产品经理（光伏智慧运维）                               10年以上                     简先生   \n",
       "产品经理（化妆品原料）/Product Manager                 3-5年                     吴女士   \n",
       "自动驾驶产品经理（PM）                                3-5年                     侯先生   \n",
       "...                                          ...                     ...   \n",
       "CRM实施顾问&项目经理PM(J12971)                      3-5年                     俞女士   \n",
       " Product Manager                            1-3年                     孙女士   \n",
       "微生物检测产品经理（制药或食品行业方向）                        3-5年                     陈女士   \n",
       "产品经理                                       5-10年                     蔡先生   \n",
       "Product Manager                            5-10年                     陆女士   \n",
       "\n",
       "                            recruiter.recruiterTitle recruiter.chatted  \\\n",
       "job.title                                                                \n",
       "产品经理助理                                                           False   \n",
       "电商产品经理                                          人事经理             False   \n",
       "产品经理（光伏智慧运维）                                  人力资源经理             False   \n",
       "产品经理（化妆品原料）/Product Manager            HR Specialist             False   \n",
       "自动驾驶产品经理（PM）                                    HRBP             False   \n",
       "...                                              ...               ...   \n",
       "CRM实施顾问&项目经理PM(J12971)                            HR             False   \n",
       " Product Manager                                猎头顾问             False   \n",
       "微生物检测产品经理（制药或食品行业方向）                                             False   \n",
       "产品经理                                            猎头顾问             False   \n",
       "Product Manager                                 猎头顾问             False   \n",
       "\n",
       "                                               recruiter.imId  \\\n",
       "job.title                                                       \n",
       "产品经理助理                       5fdfb4259befbf07160bef405ccde8ba   \n",
       "电商产品经理                       561ff6e28a2e9cb4aa6795a3148228ff   \n",
       "产品经理（光伏智慧运维）                 a4eec1a320f628e2dc2616a5acb8537e   \n",
       "产品经理（化妆品原料）/Product Manager  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       "自动驾驶产品经理（PM）                 e2b135092ee70a2ae950a599d250d4ad   \n",
       "...                                                       ...   \n",
       "CRM实施顾问&项目经理PM(J12971)       927752d28c878e66e4cd5c055e1e05ce   \n",
       " Product Manager             9cfdabc8878349689809d03804875792   \n",
       "微生物检测产品经理（制药或食品行业方向）         767685575712890413dd84912f51618a   \n",
       "产品经理                         3a5b505a337c783db090656a5246961f   \n",
       "Product Manager              50fe96bee43de82980764db4dc5d059d   \n",
       "\n",
       "                            recruiter.imUserType  \\\n",
       "job.title                                          \n",
       "产品经理助理                                         2   \n",
       "电商产品经理                                         2   \n",
       "产品经理（光伏智慧运维）                                   2   \n",
       "产品经理（化妆品原料）/Product Manager                    2   \n",
       "自动驾驶产品经理（PM）                                   2   \n",
       "...                                          ...   \n",
       "CRM实施顾问&项目经理PM(J12971)                         2   \n",
       " Product Manager                               2   \n",
       "微生物检测产品经理（制药或食品行业方向）                           2   \n",
       "产品经理                                           2   \n",
       "Product Manager                                2   \n",
       "\n",
       "                                        recruiter.recruiterId  \\\n",
       "job.title                                                       \n",
       "产品经理助理                       c8d145acb0a3162c59941f318d428c38   \n",
       "电商产品经理                       e478580dede58f33b410edb79f6d12d0   \n",
       "产品经理（光伏智慧运维）                 5d06cc8392806c6f2a078796e1b49e8f   \n",
       "产品经理（化妆品原料）/Product Manager  14799e1bef289c70aa9b550257de7ea8   \n",
       "自动驾驶产品经理（PM）                 7da08eb2dc102f58400ecda04a611db0   \n",
       "...                                                       ...   \n",
       "CRM实施顾问&项目经理PM(J12971)       77ca96ebd1c0d4c9b55b81912526b943   \n",
       " Product Manager             47227c6fbfcd952686963be95b15422d   \n",
       "微生物检测产品经理（制药或食品行业方向）         0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       "产品经理                         8fc7562cc0d10f9479c452c56622eaa4   \n",
       "Product Manager              7829c0aa95f568cada116b3e040ec67e   \n",
       "\n",
       "                                     recruiter.recruiterPhoto comp.compStage  \n",
       "job.title                                                                     \n",
       "产品经理助理                        5f8f986aea60860b75384fab08u.jpg            NaN  \n",
       "电商产品经理                        5f8f986779c7cc70efbf36c008u.jpg            NaN  \n",
       "产品经理（光伏智慧运维）                  5f8f986bdfb13a7dee342f2108u.jpg             A轮  \n",
       "产品经理（化妆品原料）/Product Manager   5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       "自动驾驶产品经理（PM）                  5f8f986bdfb13a7dee342f2108u.jpg             C轮  \n",
       "...                                                       ...            ...  \n",
       "CRM实施顾问&项目经理PM(J12971)        601baaab60c8320221e3c1d902u.png            已上市  \n",
       " Product Manager             6321be3095ee1c04143439eb01u.jpeg          融资未公开  \n",
       "微生物检测产品经理（制药或食品行业方向）          5f8f98648dbe6273dcf8515508u.jpg          融资未公开  \n",
       "产品经理                          5f8fa3a78dbe6273dcf85e2608u.png            NaN  \n",
       "Product Manager               62fe2d4a95ee1c041432be7a05u.jpg          融资未公开  \n",
       "\n",
       "[400 rows x 30 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理 = pd.concat(response_df).set_index('job.title')\n",
    "df_产品经理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "be5573c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataParams', 'dataInfo', 'comp.compName', 'comp.compScale',\n",
       "       'comp.compIndustry', 'comp.compLogo', 'comp.compId', 'comp.link',\n",
       "       'job.labels', 'job.topJob', 'job.pcOuterLink', 'job.h5OuterLink',\n",
       "       'job.salary', 'job.dq', 'job.refreshTime', 'job.jobKind', 'job.jobId',\n",
       "       'job.link', 'job.advViewFlag', 'job.dataPromId', 'job.requireEduLevel',\n",
       "       'job.requireWorkYears', 'recruiter.recruiterName',\n",
       "       'recruiter.recruiterTitle', 'recruiter.chatted', 'recruiter.imId',\n",
       "       'recruiter.imUserType', 'recruiter.recruiterId',\n",
       "       'recruiter.recruiterPhoto', 'comp.compStage'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "14647768",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 400 entries, 产品经理助理 to Product Manager\n",
      "Data columns (total 30 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   dataParams                400 non-null    object \n",
      " 1   dataInfo                  400 non-null    object \n",
      " 2   comp.compName             400 non-null    object \n",
      " 3   comp.compScale            400 non-null    object \n",
      " 4   comp.compIndustry         400 non-null    object \n",
      " 5   comp.compLogo             400 non-null    object \n",
      " 6   comp.compId               270 non-null    float64\n",
      " 7   comp.link                 400 non-null    object \n",
      " 8   job.labels                400 non-null    object \n",
      " 9   job.topJob                400 non-null    bool   \n",
      " 10  job.pcOuterLink           270 non-null    object \n",
      " 11  job.h5OuterLink           270 non-null    object \n",
      " 12  job.salary                400 non-null    object \n",
      " 13  job.dq                    400 non-null    object \n",
      " 14  job.refreshTime           400 non-null    object \n",
      " 15  job.jobKind               400 non-null    object \n",
      " 16  job.jobId                 400 non-null    object \n",
      " 17  job.link                  400 non-null    object \n",
      " 18  job.advViewFlag           400 non-null    bool   \n",
      " 19  job.dataPromId            400 non-null    object \n",
      " 20  job.requireEduLevel       400 non-null    object \n",
      " 21  job.requireWorkYears      400 non-null    object \n",
      " 22  recruiter.recruiterName   400 non-null    object \n",
      " 23  recruiter.recruiterTitle  400 non-null    object \n",
      " 24  recruiter.chatted         400 non-null    bool   \n",
      " 25  recruiter.imId            400 non-null    object \n",
      " 26  recruiter.imUserType      400 non-null    object \n",
      " 27  recruiter.recruiterId     400 non-null    object \n",
      " 28  recruiter.recruiterPhoto  400 non-null    object \n",
      " 29  comp.compStage            200 non-null    object \n",
      "dtypes: bool(3), float64(1), object(26)\n",
      "memory usage: 88.7+ KB\n"
     ]
    }
   ],
   "source": [
    "df_产品经理.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f98d73c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>产品经理助理</td>\n",
       "      <td>[供应链产品, 数据分析]</td>\n",
       "      <td>5-7k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>京邦集团</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>[产品开发, 产品规划, 产品运营]</td>\n",
       "      <td>10-15k·13薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>大专</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>广州愚记贸易有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>产品经理（光伏智慧运维）</td>\n",
       "      <td>[云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]</td>\n",
       "      <td>20-25k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>10年以上</td>\n",
       "      <td>电力/热力/燃气/水务</td>\n",
       "      <td>汇耀品尚能源科技(广州)有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>自动驾驶产品经理（PM）</td>\n",
       "      <td>[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>CRM实施顾问&amp;项目经理PM(J12971)</td>\n",
       "      <td>[CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...</td>\n",
       "      <td>11-22k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>互联网</td>\n",
       "      <td>上海汉得信息技术股份有限公司</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>Product Manager</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>日化</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>微生物检测产品经理（制药或食品行业方向）</td>\n",
       "      <td>[生物工程, 试剂, 微生物研究, 制药企业, 生物企业]</td>\n",
       "      <td>15-20k·20薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>制药</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>Product Manager</td>\n",
       "      <td>[]</td>\n",
       "      <td>30-40k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>某广州大型食品/饮料/酒水公司</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       job.title  \\\n",
       "0                         产品经理助理   \n",
       "1                         电商产品经理   \n",
       "2                   产品经理（光伏智慧运维）   \n",
       "3    产品经理（化妆品原料）/Product Manager   \n",
       "4                   自动驾驶产品经理（PM）   \n",
       "..                           ...   \n",
       "395       CRM实施顾问&项目经理PM(J12971)   \n",
       "396             Product Manager    \n",
       "397         微生物检测产品经理（制药或食品行业方向）   \n",
       "398                         产品经理   \n",
       "399              Product Manager   \n",
       "\n",
       "                                            job.labels  job.salary  job.dq  \\\n",
       "0                                        [供应链产品, 数据分析]    5-7k·13薪  广州-番禺区   \n",
       "1                                   [产品开发, 产品规划, 产品运营]  10-15k·13薪  广州-越秀区   \n",
       "2                  [云计算, 产品设计, 产品规划, 用户研究, 产品优化, 交互设计]  20-25k·13薪  广州-黄埔区   \n",
       "3    [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...        薪资面议  广州-天河区   \n",
       "4    [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...      25-35k  广州-海珠区   \n",
       "..                                                 ...         ...     ...   \n",
       "395  [CRM软件, 信息化项目, 软件行业, 售前支持, 批发/零售, 咨询项目, 服务业, 化...      11-22k  广州-番禺区   \n",
       "396                                 [市场营销, 产品管理, 产品开发]      25-30k      广州   \n",
       "397                      [生物工程, 试剂, 微生物研究, 制药企业, 生物企业]  15-20k·20薪  广州-黄埔区   \n",
       "398  [供应链产品, 电商产品, 平台产品, 批发/零售, 团队管理, 产品设计, 产品优化, 用...      20-30k      广州   \n",
       "399                                                 []  30-40k·13薪  广州-天河区   \n",
       "\n",
       "    job.requireEduLevel job.requireWorkYears comp.compIndustry  \\\n",
       "0                    大专                 1-3年       电子/半导体/集成电路   \n",
       "1                    大专                 1-3年             批发/零售   \n",
       "2                  统招本科                10年以上       电力/热力/燃气/水务   \n",
       "3                    硕士                 3-5年            贸易/进出口   \n",
       "4                  统招本科                 3-5年              人工智能   \n",
       "..                  ...                  ...               ...   \n",
       "395                  本科                 3-5年               互联网   \n",
       "396               本科及以上                 1-3年                日化   \n",
       "397                  硕士                 3-5年                制药   \n",
       "398                统招本科                5-10年              IT服务   \n",
       "399                统招本科                5-10年          食品/饮料/酒水   \n",
       "\n",
       "        comp.compName comp.compScale  \n",
       "0                京邦集团       100-499人  \n",
       "1          广州愚记贸易有限公司         50-99人  \n",
       "2    汇耀品尚能源科技(广州)有限公司       100-499人  \n",
       "3                仙婷集团         50-99人  \n",
       "4          文远知行WeRide       100-499人  \n",
       "..                ...            ...  \n",
       "395    上海汉得信息技术股份有限公司       10000人以上  \n",
       "396        某国内大型快消品公司     2000-5000人  \n",
       "397     广东环凯微生物科技有限公司       100-499人  \n",
       "398         某广州IT服务公司       100-499人  \n",
       "399   某广州大型食品/饮料/酒水公司    5000-10000人  \n",
       "\n",
       "[400 rows x 9 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析 = df_产品经理[['job.labels','job.salary','job.dq','job.requireEduLevel','job.requireWorkYears','comp.compIndustry','comp.compName','comp.compScale']].reset_index()\n",
    "df_产品经理_分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3971fe41",
   "metadata": {},
   "source": [
    "# 数据整合和分析（简单分析）\n",
    "## 职位分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "567b37a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                                            50\n",
       "eWMS Product Manager                            20\n",
       "Automation Product Manager                      10\n",
       "自动驾驶工具产品经理（PM）                                  10\n",
       "自动驾驶（硬件）产品经理                                    10\n",
       "数码产品经理                                          10\n",
       "产品经理-产品企划(J13606)                               10\n",
       "硬件产品经理                                          10\n",
       "Assistant Product Manager / Product Manager     10\n",
       "产品经理（企业数字化转型）                                   10\n",
       "自动驾驶产品经理（PM）                                    10\n",
       "产品经理助理                                          10\n",
       "心血管产品线-总经理                                      10\n",
       "产品经理/Product Manager                            10\n",
       "产品经理-电信信息化部                                     10\n",
       "电商产品经理                                          10\n",
       "化妆品原料产品经理                                       10\n",
       "助理产品经理（化妆品原料）/APM                               10\n",
       "产品经理（工业消洗产品）                                    10\n",
       "AI应用产品经理/港资企业正编/双休WLB                           10\n",
       "产品经理（化妆品原料）/Product Manager                     10\n",
       "助理产品经理                                          10\n",
       "Product Sales Manager MR 产品销售经理 广州              10\n",
       "Product Manager                                 10\n",
       "产品经理-产品企划（鞋类）(J13091)                           10\n",
       "护肤品产品经理                                         10\n",
       "客户经理--齿科正畸产品                                    10\n",
       "医药产品经理                                          10\n",
       "产品经理（光伏智慧运维）                                    10\n",
       " Product Manager                                10\n",
       "产品经理Product Manager                             10\n",
       "微生物检测产品经理（制药或食品行业方向）                            10\n",
       "eWMS产品经理                                        10\n",
       "产品销售经理-广州                                       10\n",
       "CRM实施顾问&项目经理PM(J12971)                          10\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "63f157bf",
   "metadata": {},
   "source": [
    "## 2.岗位分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "8d24f887",
   "metadata": {},
   "outputs": [],
   "source": [
    "# df_产品经理_分析['job.labels'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5dd2e30c",
   "metadata": {},
   "source": [
    "## 3. 薪资分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "934fbbb5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "薪资面议          50\n",
       "20-30k        40\n",
       "25-35k        20\n",
       "12-30k        10\n",
       "30-40k·13薪    10\n",
       "25-50k·15薪    10\n",
       "20-40k·14薪    10\n",
       "25-29k        10\n",
       "25-30k        10\n",
       "18-30k·13薪    10\n",
       "15-30k·16薪    10\n",
       "20-25k·13薪    10\n",
       "11-22k        10\n",
       "30-50k·14薪    10\n",
       "20-25k        10\n",
       "6-10k         10\n",
       "25-30k·14薪    10\n",
       "8-12k·13薪     10\n",
       "5-7k·13薪      10\n",
       "10-15k·13薪    10\n",
       "20-40k·16薪    10\n",
       "14-28k·16薪    10\n",
       "25-35k·14薪    10\n",
       "15-25k        10\n",
       "18-40k·14薪    10\n",
       "15-20k·20薪    10\n",
       "20-40k·15薪    10\n",
       "20-40k·13薪    10\n",
       "15-24k·13薪    10\n",
       "30-45k·14薪    10\n",
       "10-14k·14薪    10\n",
       "15-25k·13薪    10\n",
       "Name: job.salary, dtype: int64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.salary'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c142b1f4",
   "metadata": {},
   "source": [
    "## 4.地区分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "eb23e86a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州-天河区    120\n",
       "广州        120\n",
       "广州-越秀区     40\n",
       "广州-黄埔区     40\n",
       "广州-番禺区     30\n",
       "广州-海珠区     30\n",
       "广州-白云区     20\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e6ca4ab1",
   "metadata": {},
   "source": [
    "## 5.学历分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "63839b77",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "统招本科     160\n",
       "本科       110\n",
       "硕士        60\n",
       "本科及以上     30\n",
       "学历不限      20\n",
       "大专        20\n",
       "Name: job.requireEduLevel, dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.requireEduLevel'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc588005",
   "metadata": {},
   "source": [
    "## 6.工作年限分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "ba2d427f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3-5年     160\n",
       "5-10年    130\n",
       "1-3年      50\n",
       "经验不限      30\n",
       "10年以上     30\n",
       "Name: job.requireWorkYears, dtype: int64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.requireWorkYears'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d60a19d",
   "metadata": {},
   "source": [
    "## 7.行业领域分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "72fc88e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "日化             50\n",
       "贸易/进出口         40\n",
       "医疗器械           40\n",
       "IT服务           30\n",
       "人工智能           30\n",
       "食品/饮料/酒水       30\n",
       "制药             30\n",
       "服装/纺织/皮革       20\n",
       "互联网            20\n",
       "电气机械/器材        10\n",
       "运营商/增值服务       10\n",
       "专业技术服务         10\n",
       "计算机软件          10\n",
       "电子/半导体/集成电路    10\n",
       "机械/设备          10\n",
       "批发/零售          10\n",
       "通信设备           10\n",
       "仪器仪表           10\n",
       "化工             10\n",
       "电力/热力/燃气/水务    10\n",
       "Name: comp.compIndustry, dtype: int64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['comp.compIndustry'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf318da0",
   "metadata": {},
   "source": [
    "## 8.公司名称"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "8bf11bdf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "文远知行WeRide          30\n",
       "某广州大型食品/饮料/酒水公司     20\n",
       "广州宝洁有限公司            20\n",
       "某广州IT服务公司           20\n",
       "广东环凯微生物科技有限公司       20\n",
       "仙婷集团                20\n",
       "斯凯奇中国               20\n",
       "润建股份                10\n",
       "广州众有米               10\n",
       "某广州电气机械/器材公司        10\n",
       "汇耀品尚能源科技(广州)有限公司    10\n",
       "即能科技(广州)有限公司        10\n",
       "某广州大型机械/设备公司        10\n",
       "京邦集团                10\n",
       "3M中国                10\n",
       "某广州互联网公司            10\n",
       "西门子医疗系统             10\n",
       "某国内大型日化公司           10\n",
       "某知名公司               10\n",
       "广州愚记贸易有限公司          10\n",
       "汇丰软件                10\n",
       "广州市新目标电子商务有限公司      10\n",
       "丹纳赫                 10\n",
       "某广州贸易进出口公司          10\n",
       "某国内大型食品/饮料/日化公司     10\n",
       "某上海大型医疗器械公司         10\n",
       "上海汉得信息技术股份有限公司      10\n",
       "中数通信息               10\n",
       "康方生物                10\n",
       "阳普医疗股份              10\n",
       "索恩照明(广州)有限公司        10\n",
       "某国内大型快消品公司          10\n",
       "Name: comp.compName, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['comp.compName'].value_counts()  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a76a5db9",
   "metadata": {},
   "source": [
    "## 9.公司规模"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "e80e82c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100-499人       110\n",
       "2000-5000人      70\n",
       "10000人以上        60\n",
       "50-99人          50\n",
       "5000-10000人     40\n",
       "1-49人           30\n",
       "500-999人        20\n",
       "                10\n",
       "1000-2000人      10\n",
       "Name: comp.compScale, dtype: int64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['comp.compScale'].value_counts() "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6fc8e848",
   "metadata": {},
   "source": [
    "# 可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "f9a81ede",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: pyecharts in d:\\program files\\anaconda3\\lib\\site-packages (2.0.3)\n",
      "Requirement already satisfied: prettytable in d:\\program files\\anaconda3\\lib\\site-packages (from pyecharts) (3.7.0)\n",
      "Requirement already satisfied: simplejson in d:\\program files\\anaconda3\\lib\\site-packages (from pyecharts) (3.19.1)\n",
      "Requirement already satisfied: jinja2 in d:\\program files\\anaconda3\\lib\\site-packages (from pyecharts) (2.11.3)\n",
      "Requirement already satisfied: MarkupSafe>=0.23 in d:\\program files\\anaconda3\\lib\\site-packages (from jinja2->pyecharts) (1.1.1)\n",
      "Requirement already satisfied: wcwidth in d:\\program files\\anaconda3\\lib\\site-packages (from prettytable->pyecharts) (0.2.5)\n"
     ]
    }
   ],
   "source": [
    "!pip install pyecharts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "9999bb83",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"ecbd0fe56b0046ff979423e37800aea7\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_ecbd0fe56b0046ff979423e37800aea7 = echarts.init(\n",
       "                    document.getElementById('ecbd0fe56b0046ff979423e37800aea7'), 'white', {renderer: 'canvas'});\n",
       "                var option_ecbd0fe56b0046ff979423e37800aea7 = {\n",
       "    \"backgroundColor\": \"#2c343c\",\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"name\": \"\\u8bbf\\u95ee\\u6765\\u6e90-\\u730e\\u8058\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
       "                \"opacity\": 1\n",
       "            },\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"1000-2000\\u4eba\",\n",
       "                    \"value\": 10\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"500-999\\u4eba\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"1-49\\u4eba\",\n",
       "                    \"value\": 30\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"5000-10000\\u4eba\",\n",
       "                    \"value\": 40\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"50-99\\u4eba\",\n",
       "                    \"value\": 50\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"10000\\u4eba\\u4ee5\\u4e0a\",\n",
       "                    \"value\": 60\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"2000-5000\\u4eba\",\n",
       "                    \"value\": 70\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"100-499\\u4eba\",\n",
       "                    \"value\": 110\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": \"55%\",\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"roseType\": \"radius\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"color\": \"rgba(255, 255, 255, 0.3)\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            },\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"showContent\": true,\n",
       "                \"alwaysShowContent\": false,\n",
       "                \"showDelay\": 0,\n",
       "                \"hideDelay\": 100,\n",
       "                \"enterable\": false,\n",
       "                \"confine\": false,\n",
       "                \"appendToBody\": false,\n",
       "                \"transitionDuration\": 0.4,\n",
       "                \"formatter\": \"{a} <br/>{b}: {c} ({d}%)\",\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0,\n",
       "                \"padding\": 5,\n",
       "                \"order\": \"seriesAsc\"\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\",\n",
       "                \"1000-2000\\u4eba\",\n",
       "                \"500-999\\u4eba\",\n",
       "                \"1-49\\u4eba\",\n",
       "                \"5000-10000\\u4eba\",\n",
       "                \"50-99\\u4eba\",\n",
       "                \"10000\\u4eba\\u4ee5\\u4e0a\",\n",
       "                \"2000-5000\\u4eba\",\n",
       "                \"100-499\\u4eba\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": false,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u5e7f\\u5dde\\u5e02-\\u4ea7\\u54c1\\u7ecf\\u7406\\u730e\\u8058\\u6570\\u636e\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"20\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false,\n",
       "            \"textStyle\": {\n",
       "                \"color\": \"#fff\"\n",
       "            }\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_ecbd0fe56b0046ff979423e37800aea7.setOption(option_ecbd0fe56b0046ff979423e37800aea7);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x20ca9768e20>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Pie\n",
    "\n",
    "\"\"\"\n",
    "Gallery 使用 pyecharts 1.1.0\n",
    "参考地址: https://echarts.apache.org/examples/editor.html?c=pie-doughnut\n",
    "\n",
    "目前无法实现的功能:\n",
    "\n",
    "1、迷之颜色映射的问题\n",
    "\"\"\"\n",
    "\n",
    "x_data = df_产品经理_分析['comp.compScale'].value_counts().index.tolist()\n",
    "y_data = df_产品经理_分析['comp.compScale'].value_counts().values.tolist()\n",
    "data_pair = [list(z) for z in zip(x_data, y_data)]\n",
    "data_pair.sort(key=lambda x: x[1])\n",
    "\n",
    "c = (\n",
    "    Pie(init_opts=opts.InitOpts(bg_color=\"#2c343c\"))\n",
    "    .add(\n",
    "        series_name=\"访问来源-猎聘\",\n",
    "        data_pair=data_pair,\n",
    "        rosetype=\"radius\",\n",
    "        radius=\"55%\",\n",
    "        center=[\"50%\", \"50%\"],\n",
    "        label_opts=opts.LabelOpts(is_show=False, position=\"center\"),\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            title=\"广州市-产品经理猎聘数据\",\n",
    "            pos_left=\"center\",\n",
    "            pos_top=\"20\",\n",
    "            title_textstyle_opts=opts.TextStyleOpts(color=\"#fff\"),\n",
    "        ),\n",
    "        legend_opts=opts.LegendOpts(is_show=False),\n",
    "    )\n",
    "    .set_series_opts(\n",
    "        tooltip_opts=opts.TooltipOpts(\n",
    "            trigger=\"item\", formatter=\"{a} <br/>{b}: {c} ({d}%)\"\n",
    "        ),\n",
    "        label_opts=opts.LabelOpts(color=\"rgba(255, 255, 255, 0.3)\"),\n",
    "    )\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "e8558d73",
   "metadata": {},
   "outputs": [],
   "source": [
    " # 所有平台    应届生网络与新媒体分析   行业布局分析"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "41328cc6",
   "metadata": {},
   "source": [
    "# 高级数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "d9770447",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>职位数量</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Product Manager</th>\n",
       "      <th>25-30k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AI应用产品经理/港资企业正编/双休WLB</th>\n",
       "      <th>15-24k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Assistant Product Manager / Product Manager</th>\n",
       "      <th>18-30k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Automation Product Manager</th>\n",
       "      <th>20-40k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CRM实施顾问&amp;项目经理PM(J12971)</th>\n",
       "      <th>11-22k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product Manager</th>\n",
       "      <th>30-40k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product Sales Manager MR 产品销售经理 广州</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">eWMS Product Manager</th>\n",
       "      <th>20-40k·15薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eWMS产品经理</th>\n",
       "      <th>20-40k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">产品经理</th>\n",
       "      <th>18-40k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20-30k</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25-29k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25-35k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理-产品企划(J13606)</th>\n",
       "      <th>15-25k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理-产品企划（鞋类）(J13091)</th>\n",
       "      <th>14-28k·16薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理-电信信息化部</th>\n",
       "      <th>8-12k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理/Product Manager</th>\n",
       "      <th>20-30k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理Product Manager</th>\n",
       "      <th>20-25k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理助理</th>\n",
       "      <th>5-7k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（企业数字化转型）</th>\n",
       "      <th>6-10k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（光伏智慧运维）</th>\n",
       "      <th>20-25k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（化妆品原料）/Product Manager</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（工业消洗产品）</th>\n",
       "      <th>12-30k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品销售经理-广州</th>\n",
       "      <th>20-40k·16薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>助理产品经理</th>\n",
       "      <th>15-25k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>助理产品经理（化妆品原料）/APM</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>化妆品原料产品经理</th>\n",
       "      <th>30-45k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>医药产品经理</th>\n",
       "      <th>25-30k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>客户经理--齿科正畸产品</th>\n",
       "      <th>10-14k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>微生物检测产品经理（制药或食品行业方向）</th>\n",
       "      <th>15-20k·20薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>心血管产品线-总经理</th>\n",
       "      <th>15-30k·16薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>护肤品产品经理</th>\n",
       "      <th>20-30k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>数码产品经理</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电商产品经理</th>\n",
       "      <th>10-15k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硬件产品经理</th>\n",
       "      <th>30-50k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>自动驾驶产品经理（PM）</th>\n",
       "      <th>25-35k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>自动驾驶工具产品经理（PM）</th>\n",
       "      <th>25-35k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>自动驾驶（硬件）产品经理</th>\n",
       "      <th>25-50k·15薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                         职位数量\n",
       "job.title                                    job.salary      \n",
       " Product Manager                             25-30k        10\n",
       "AI应用产品经理/港资企业正编/双休WLB                        15-24k·13薪    10\n",
       "Assistant Product Manager / Product Manager  18-30k·13薪    10\n",
       "Automation Product Manager                   20-40k·13薪    10\n",
       "CRM实施顾问&项目经理PM(J12971)                       11-22k        10\n",
       "Product Manager                              30-40k·13薪    10\n",
       "Product Sales Manager MR 产品销售经理 广州           薪资面议          10\n",
       "eWMS Product Manager                         20-40k·15薪    10\n",
       "                                             薪资面议          10\n",
       "eWMS产品经理                                     20-40k·14薪    10\n",
       "产品经理                                         18-40k·14薪    10\n",
       "                                             20-30k        20\n",
       "                                             25-29k        10\n",
       "                                             25-35k·14薪    10\n",
       "产品经理-产品企划(J13606)                            15-25k        10\n",
       "产品经理-产品企划（鞋类）(J13091)                        14-28k·16薪    10\n",
       "产品经理-电信信息化部                                  8-12k·13薪     10\n",
       "产品经理/Product Manager                         20-30k        10\n",
       "产品经理Product Manager                          20-25k        10\n",
       "产品经理助理                                       5-7k·13薪      10\n",
       "产品经理（企业数字化转型）                                6-10k         10\n",
       "产品经理（光伏智慧运维）                                 20-25k·13薪    10\n",
       "产品经理（化妆品原料）/Product Manager                  薪资面议          10\n",
       "产品经理（工业消洗产品）                                 12-30k        10\n",
       "产品销售经理-广州                                    20-40k·16薪    10\n",
       "助理产品经理                                       15-25k·13薪    10\n",
       "助理产品经理（化妆品原料）/APM                            薪资面议          10\n",
       "化妆品原料产品经理                                    30-45k·14薪    10\n",
       "医药产品经理                                       25-30k·14薪    10\n",
       "客户经理--齿科正畸产品                                 10-14k·14薪    10\n",
       "微生物检测产品经理（制药或食品行业方向）                         15-20k·20薪    10\n",
       "心血管产品线-总经理                                   15-30k·16薪    10\n",
       "护肤品产品经理                                      20-30k        10\n",
       "数码产品经理                                       薪资面议          10\n",
       "电商产品经理                                       10-15k·13薪    10\n",
       "硬件产品经理                                       30-50k·14薪    10\n",
       "自动驾驶产品经理（PM）                                 25-35k        10\n",
       "自动驾驶工具产品经理（PM）                               25-35k        10\n",
       "自动驾驶（硬件）产品经理                                 25-50k·15薪    10"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析.groupby(['job.title','job.salary']).agg(职位数量 = ('job.title','count'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fca19a1b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "df83c0ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>职位数量</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>comp.compName</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3M中国</th>\n",
       "      <th>客户经理--齿科正畸产品</th>\n",
       "      <th>10-14k·14薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上海汉得信息技术股份有限公司</th>\n",
       "      <th>CRM实施顾问&amp;项目经理PM(J12971)</th>\n",
       "      <th>11-22k</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中数通信息</th>\n",
       "      <th>产品经理-电信信息化部</th>\n",
       "      <th>8-12k·13薪</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>丹纳赫</th>\n",
       "      <th>Automation Product Manager</th>\n",
       "      <th>20-40k·13薪</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>京邦集团</th>\n",
       "      <th>产品经理助理</th>\n",
       "      <th>5-7k·13薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">仙婷集团</th>\n",
       "      <th>产品经理（化妆品原料）/Product Manager</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>助理产品经理（化妆品原料）/APM</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>即能科技(广州)有限公司</th>\n",
       "      <th>产品经理</th>\n",
       "      <th>18-40k·14薪</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广东环凯微生物科技有限公司</th>\n",
       "      <th>产品经理（工业消洗产品）</th>\n",
       "      <th>12-30k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>微生物检测产品经理（制药或食品行业方向）</th>\n",
       "      <th>15-20k·20薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州众有米</th>\n",
       "      <th>护肤品产品经理</th>\n",
       "      <th>20-30k</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州宝洁有限公司</th>\n",
       "      <th>eWMS Product Manager</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eWMS产品经理</th>\n",
       "      <th>20-40k·14薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州市新目标电子商务有限公司</th>\n",
       "      <th>产品经理Product Manager</th>\n",
       "      <th>20-25k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州愚记贸易有限公司</th>\n",
       "      <th>电商产品经理</th>\n",
       "      <th>10-15k·13薪</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>康方生物</th>\n",
       "      <th>医药产品经理</th>\n",
       "      <th>25-30k·14薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">文远知行WeRide</th>\n",
       "      <th>自动驾驶产品经理（PM）</th>\n",
       "      <th>25-35k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>自动驾驶工具产品经理（PM）</th>\n",
       "      <th>25-35k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>自动驾驶（硬件）产品经理</th>\n",
       "      <th>25-50k·15薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">斯凯奇中国</th>\n",
       "      <th>产品经理-产品企划(J13606)</th>\n",
       "      <th>15-25k</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理-产品企划（鞋类）(J13091)</th>\n",
       "      <th>14-28k·16薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某上海大型医疗器械公司</th>\n",
       "      <th>产品销售经理-广州</th>\n",
       "      <th>20-40k·16薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型快消品公司</th>\n",
       "      <th>Product Manager</th>\n",
       "      <th>25-30k</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型日化公司</th>\n",
       "      <th>Assistant Product Manager / Product Manager</th>\n",
       "      <th>18-30k·13薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型食品/饮料/日化公司</th>\n",
       "      <th>AI应用产品经理/港资企业正编/双休WLB</th>\n",
       "      <th>15-24k·13薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州IT服务公司</th>\n",
       "      <th>产品经理</th>\n",
       "      <th>20-30k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州互联网公司</th>\n",
       "      <th>产品经理</th>\n",
       "      <th>25-35k·14薪</th>\n",
       "      <th></th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州大型机械/设备公司</th>\n",
       "      <th>产品经理/Product Manager</th>\n",
       "      <th>20-30k</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">某广州大型食品/饮料/酒水公司</th>\n",
       "      <th>Product Manager</th>\n",
       "      <th>30-40k·13薪</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>eWMS Product Manager</th>\n",
       "      <th>20-40k·15薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州电气机械/器材公司</th>\n",
       "      <th>硬件产品经理</th>\n",
       "      <th>30-50k·14薪</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州贸易进出口公司</th>\n",
       "      <th>产品经理</th>\n",
       "      <th>25-29k</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某知名公司</th>\n",
       "      <th>化妆品原料产品经理</th>\n",
       "      <th>30-45k·14薪</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>汇丰软件</th>\n",
       "      <th>数码产品经理</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>汇耀品尚能源科技(广州)有限公司</th>\n",
       "      <th>产品经理（光伏智慧运维）</th>\n",
       "      <th>20-25k·13薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>润建股份</th>\n",
       "      <th>产品经理（企业数字化转型）</th>\n",
       "      <th>6-10k</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>索恩照明(广州)有限公司</th>\n",
       "      <th>助理产品经理</th>\n",
       "      <th>15-25k·13薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>西门子医疗系统</th>\n",
       "      <th>Product Sales Manager MR 产品销售经理 广州</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>阳普医疗股份</th>\n",
       "      <th>心血管产品线-总经理</th>\n",
       "      <th>15-30k·16薪</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                         职位数量\n",
       "comp.compName    job.title                                    job.salary comp.compScale      \n",
       "3M中国             客户经理--齿科正畸产品                                 10-14k·14薪 10000人以上          10\n",
       "上海汉得信息技术股份有限公司   CRM实施顾问&项目经理PM(J12971)                       11-22k     10000人以上          10\n",
       "中数通信息            产品经理-电信信息化部                                  8-12k·13薪  1000-2000人        10\n",
       "丹纳赫              Automation Product Manager                   20-40k·13薪 5000-10000人       10\n",
       "京邦集团             产品经理助理                                       5-7k·13薪   100-499人          10\n",
       "仙婷集团             产品经理（化妆品原料）/Product Manager                  薪资面议       50-99人            10\n",
       "                 助理产品经理（化妆品原料）/APM                            薪资面议       50-99人            10\n",
       "即能科技(广州)有限公司     产品经理                                         18-40k·14薪 1-49人             10\n",
       "广东环凯微生物科技有限公司    产品经理（工业消洗产品）                                 12-30k     100-499人          10\n",
       "                 微生物检测产品经理（制药或食品行业方向）                         15-20k·20薪 100-499人          10\n",
       "广州众有米            护肤品产品经理                                      20-30k     1-49人             10\n",
       "广州宝洁有限公司         eWMS Product Manager                         薪资面议       10000人以上          10\n",
       "                 eWMS产品经理                                     20-40k·14薪 10000人以上          10\n",
       "广州市新目标电子商务有限公司   产品经理Product Manager                          20-25k     100-499人          10\n",
       "广州愚记贸易有限公司       电商产品经理                                       10-15k·13薪 50-99人            10\n",
       "康方生物             医药产品经理                                       25-30k·14薪 2000-5000人        10\n",
       "文远知行WeRide       自动驾驶产品经理（PM）                                 25-35k     100-499人          10\n",
       "                 自动驾驶工具产品经理（PM）                               25-35k     100-499人          10\n",
       "                 自动驾驶（硬件）产品经理                                 25-50k·15薪 100-499人          10\n",
       "斯凯奇中国            产品经理-产品企划(J13606)                            15-25k     2000-5000人        10\n",
       "                 产品经理-产品企划（鞋类）(J13091)                        14-28k·16薪 2000-5000人        10\n",
       "某上海大型医疗器械公司      产品销售经理-广州                                    20-40k·16薪 10000人以上          10\n",
       "某国内大型快消品公司        Product Manager                             25-30k     2000-5000人        10\n",
       "某国内大型日化公司        Assistant Product Manager / Product Manager  18-30k·13薪 2000-5000人        10\n",
       "某国内大型食品/饮料/日化公司  AI应用产品经理/港资企业正编/双休WLB                        15-24k·13薪 2000-5000人        10\n",
       "某广州IT服务公司        产品经理                                         20-30k     100-499人          20\n",
       "某广州互联网公司         产品经理                                         25-35k·14薪                   10\n",
       "某广州大型机械/设备公司     产品经理/Product Manager                         20-30k     500-999人          10\n",
       "某广州大型食品/饮料/酒水公司  Product Manager                              30-40k·13薪 5000-10000人       10\n",
       "                 eWMS Product Manager                         20-40k·15薪 10000人以上          10\n",
       "某广州电气机械/器材公司     硬件产品经理                                       30-50k·14薪 1-49人             10\n",
       "某广州贸易进出口公司       产品经理                                         25-29k     50-99人            10\n",
       "某知名公司            化妆品原料产品经理                                    30-45k·14薪 50-99人            10\n",
       "汇丰软件             数码产品经理                                       薪资面议       2000-5000人        10\n",
       "汇耀品尚能源科技(广州)有限公司 产品经理（光伏智慧运维）                                 20-25k·13薪 100-499人          10\n",
       "润建股份             产品经理（企业数字化转型）                                6-10k      5000-10000人       10\n",
       "索恩照明(广州)有限公司     助理产品经理                                       15-25k·13薪 100-499人          10\n",
       "西门子医疗系统          Product Sales Manager MR 产品销售经理 广州           薪资面议       5000-10000人       10\n",
       "阳普医疗股份           心血管产品线-总经理                                   15-30k·16薪 500-999人          10"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析.groupby(['comp.compName','job.title','job.salary','comp.compScale']).agg(职位数量 = ('job.title','count'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "41bd95ac",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "4605d583",
   "metadata": {},
   "source": [
    "## 行业和地区分布"
   ]
  },
  {
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>职位数量</th>\n",
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       "    <tr>\n",
       "      <th>job.dq</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">广州</th>\n",
       "      <th>IT服务</th>\n",
       "      <th>某广州IT服务公司</th>\n",
       "      <th>20-30k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>20</td>\n",
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       "    <tr>\n",
       "      <th>互联网</th>\n",
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       "    <tr>\n",
       "      <th>人工智能</th>\n",
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       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
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       "    <tr>\n",
       "      <th>制药</th>\n",
       "      <th>广东环凯微生物科技有限公司</th>\n",
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       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
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       "    <tr>\n",
       "      <th>医疗器械</th>\n",
       "      <th>某上海大型医疗器械公司</th>\n",
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       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
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       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">日化</th>\n",
       "      <th>某国内大型快消品公司</th>\n",
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       "      <th>2000-5000人</th>\n",
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       "    <tr>\n",
       "      <th>某国内大型日化公司</th>\n",
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       "      <th>机械/设备</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>计算机软件</th>\n",
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       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
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       "      <th>贸易/进出口</th>\n",
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       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>食品/饮料/酒水</th>\n",
       "      <th>某广州大型食品/饮料/酒水公司</th>\n",
       "      <th>20-40k·15薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">广州-天河区</th>\n",
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       "      <th>10000人以上</th>\n",
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       "    <tr>\n",
       "      <th>医疗器械</th>\n",
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       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
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       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">日化</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州宝洁有限公司</th>\n",
       "      <th>20-40k·14薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>薪资面议</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">服装/纺织/皮革</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">斯凯奇中国</th>\n",
       "      <th>14-28k·16薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
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       "    <tr>\n",
       "      <th>15-25k</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
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       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">贸易/进出口</th>\n",
       "      <th>仙婷集团</th>\n",
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       "      <th>50-99人</th>\n",
       "      <td>20</td>\n",
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       "    <tr>\n",
       "      <th>某广州贸易进出口公司</th>\n",
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       "    <tr>\n",
       "      <th>运营商/增值服务</th>\n",
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       "      <th>1000-2000人</th>\n",
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       "    <tr>\n",
       "      <th>通信设备</th>\n",
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       "      <th>食品/饮料/酒水</th>\n",
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       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">广州-番禺区</th>\n",
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       "    <tr>\n",
       "      <th>电子/半导体/集成电路</th>\n",
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       "      <th>100-499人</th>\n",
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       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州-白云区</th>\n",
       "      <th>日化</th>\n",
       "      <th>广州众有米</th>\n",
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       "    <tr>\n",
       "      <th>食品/饮料/酒水</th>\n",
       "      <th>某国内大型食品/饮料/日化公司</th>\n",
       "      <th>15-24k·13薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">广州-越秀区</th>\n",
       "      <th>专业技术服务</th>\n",
       "      <th>即能科技(广州)有限公司</th>\n",
       "      <th>18-40k·14薪</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>制药</th>\n",
       "      <th>康方生物</th>\n",
       "      <th>25-30k·14薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>医疗器械</th>\n",
       "      <th>西门子医疗系统</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>批发/零售</th>\n",
       "      <th>广州愚记贸易有限公司</th>\n",
       "      <th>10-15k·13薪</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">广州-黄埔区</th>\n",
       "      <th>仪器仪表</th>\n",
       "      <th>索恩照明(广州)有限公司</th>\n",
       "      <th>15-25k·13薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>制药</th>\n",
       "      <th>广东环凯微生物科技有限公司</th>\n",
       "      <th>15-20k·20薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>医疗器械</th>\n",
       "      <th>阳普医疗股份</th>\n",
       "      <th>15-30k·16薪</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电力/热力/燃气/水务</th>\n",
       "      <th>汇耀品尚能源科技(广州)有限公司</th>\n",
       "      <th>20-25k·13薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "                                                                     职位数量\n",
       "job.dq comp.compIndustry comp.compName    job.salary comp.compScale      \n",
       "广州     IT服务              某广州IT服务公司        20-30k     100-499人          20\n",
       "       互联网               某广州互联网公司         25-35k·14薪                   10\n",
       "       人工智能              文远知行WeRide       25-50k·15薪 100-499人          10\n",
       "       制药                广东环凯微生物科技有限公司    12-30k     100-499人          10\n",
       "       医疗器械              某上海大型医疗器械公司      20-40k·16薪 10000人以上          10\n",
       "       日化                某国内大型快消品公司       25-30k     2000-5000人        10\n",
       "                         某国内大型日化公司        18-30k·13薪 2000-5000人        10\n",
       "       机械/设备             某广州大型机械/设备公司     20-30k     500-999人          10\n",
       "       计算机软件             汇丰软件             薪资面议       2000-5000人        10\n",
       "       贸易/进出口            某知名公司            30-45k·14薪 50-99人            10\n",
       "       食品/饮料/酒水          某广州大型食品/饮料/酒水公司  20-40k·15薪 10000人以上          10\n",
       "广州-天河区 化工                3M中国             10-14k·14薪 10000人以上          10\n",
       "       医疗器械              丹纳赫              20-40k·13薪 5000-10000人       10\n",
       "       日化                广州宝洁有限公司         20-40k·14薪 10000人以上          10\n",
       "                                          薪资面议       10000人以上          10\n",
       "       服装/纺织/皮革          斯凯奇中国            14-28k·16薪 2000-5000人        10\n",
       "                                          15-25k     2000-5000人        10\n",
       "       贸易/进出口            仙婷集团             薪资面议       50-99人            20\n",
       "                         某广州贸易进出口公司       25-29k     50-99人            10\n",
       "       运营商/增值服务          中数通信息            8-12k·13薪  1000-2000人        10\n",
       "       通信设备              润建股份             6-10k      5000-10000人       10\n",
       "       食品/饮料/酒水          某广州大型食品/饮料/酒水公司  30-40k·13薪 5000-10000人       10\n",
       "广州-海珠区 人工智能              文远知行WeRide       25-35k     100-499人          20\n",
       "       电气机械/器材           某广州电气机械/器材公司     30-50k·14薪 1-49人             10\n",
       "广州-番禺区 IT服务              广州市新目标电子商务有限公司   20-25k     100-499人          10\n",
       "       互联网               上海汉得信息技术股份有限公司   11-22k     10000人以上          10\n",
       "       电子/半导体/集成电路       京邦集团             5-7k·13薪   100-499人          10\n",
       "广州-白云区 日化                广州众有米            20-30k     1-49人             10\n",
       "       食品/饮料/酒水          某国内大型食品/饮料/日化公司  15-24k·13薪 2000-5000人        10\n",
       "广州-越秀区 专业技术服务            即能科技(广州)有限公司     18-40k·14薪 1-49人             10\n",
       "       制药                康方生物             25-30k·14薪 2000-5000人        10\n",
       "       医疗器械              西门子医疗系统          薪资面议       5000-10000人       10\n",
       "       批发/零售             广州愚记贸易有限公司       10-15k·13薪 50-99人            10\n",
       "广州-黄埔区 仪器仪表              索恩照明(广州)有限公司     15-25k·13薪 100-499人          10\n",
       "       制药                广东环凯微生物科技有限公司    15-20k·20薪 100-499人          10\n",
       "       医疗器械              阳普医疗股份           15-30k·16薪 500-999人          10\n",
       "       电力/热力/燃气/水务       汇耀品尚能源科技(广州)有限公司 20-25k·13薪 100-499人          10"
      ]
     },
     "execution_count": 36,
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   ],
   "source": [
    "df_产品经理_分析.groupby(['job.dq','comp.compIndustry','comp.compName','job.salary','comp.compScale']).agg(职位数量 = ('comp.compName','count'))"
   ]
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